moviesproject.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyP7Lap/030FZRF1ActEicTM",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/chuqasmi/Recommendation-System-Using-GNNs/blob/main/moviesproject.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sW-E5GBfCIxt",
        "outputId": "6d07cdf6-aefe-46b5-d235-2055f64783dc"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (3.8.1)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk) (8.1.7)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from nltk) (1.4.0)\n",
            "Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.10/dist-packages (from nltk) (2023.12.25)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from nltk) (4.66.2)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (1.2.2)\n",
            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.25.2)\n",
            "Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.11.4)\n",
            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.4.0)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (3.4.0)\n"
          ]
        }
      ],
      "source": [
        "!pip install nltk\n",
        "!pip install scikit-learn"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install ast\n",
        "import ast\n",
        "import numpy as np\n",
        "import pandas as pd"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tUmmDjDBFTNy",
        "outputId": "ca6e1351-f62f-4574-98b2-be03154ffb77"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting ast\n",
            "  Downloading AST-0.0.2.tar.gz (19 kB)\n",
            "  \u001b[1;31merror\u001b[0m: \u001b[1msubprocess-exited-with-error\u001b[0m\n",
            "  \n",
            "  \u001b[31m×\u001b[0m \u001b[32mpython setup.py egg_info\u001b[0m did not run successfully.\n",
            "  \u001b[31m│\u001b[0m exit code: \u001b[1;36m1\u001b[0m\n",
            "  \u001b[31m╰─>\u001b[0m See above for output.\n",
            "  \n",
            "  \u001b[1;35mnote\u001b[0m: This error originates from a subprocess, and is likely not a problem with pip.\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25herror\n",
            "\u001b[1;31merror\u001b[0m: \u001b[1mmetadata-generation-failed\u001b[0m\n",
            "\n",
            "\u001b[31m×\u001b[0m Encountered error while generating package metadata.\n",
            "\u001b[31m╰─>\u001b[0m See above for output.\n",
            "\n",
            "\u001b[1;35mnote\u001b[0m: This is an issue with the package mentioned above, not pip.\n",
            "\u001b[1;36mhint\u001b[0m: See above for details.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import nltk\n",
        "import sklearn"
      ],
      "metadata": {
        "id": "ZPy5CgBmF9QB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies = pd.read_csv('/content/tmdb_5000_movies.csv')\n"
      ],
      "metadata": {
        "id": "_8X0892QGRF_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "credits = pd.read_csv('/content/tmdb_5000_credits.csv')\n"
      ],
      "metadata": {
        "id": "tNX0HdcYGUfW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 188
        },
        "id": "KztggDewGZ_Q",
        "outputId": "1903933e-13c2-40ab-c98f-9ee4b36981ae"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      budget                                             genres  \\\n",
              "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                      homepage     id  \\\n",
              "0  http://www.avatarmovie.com/  19995   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "\n",
              "  original_title                                           overview  \\\n",
              "0         Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "   popularity                               production_companies  \\\n",
              "0  150.437577  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
              "\n",
              "                                production_countries release_date     revenue  \\\n",
              "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
              "\n",
              "   runtime                                   spoken_languages    status  \\\n",
              "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "\n",
              "                       tagline   title  vote_average  vote_count  \n",
              "0  Enter the World of Pandora.  Avatar           7.2       11800  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-16e609c0-f6dc-4be5-83a3-e634ff8e125d\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>genres</th>\n",
              "      <th>homepage</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>overview</th>\n",
              "      <th>popularity</th>\n",
              "      <th>production_companies</th>\n",
              "      <th>production_countries</th>\n",
              "      <th>release_date</th>\n",
              "      <th>revenue</th>\n",
              "      <th>runtime</th>\n",
              "      <th>spoken_languages</th>\n",
              "      <th>status</th>\n",
              "      <th>tagline</th>\n",
              "      <th>title</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>vote_count</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.avatarmovie.com/</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
              "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
              "      <td>2009-12-10</td>\n",
              "      <td>2787965087</td>\n",
              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Released</td>\n",
              "      <td>Enter the World of Pandora.</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>7.2</td>\n",
              "      <td>11800</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-16e609c0-f6dc-4be5-83a3-e634ff8e125d')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-16e609c0-f6dc-4be5-83a3-e634ff8e125d button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-16e609c0-f6dc-4be5-83a3-e634ff8e125d');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4803,\n  \"fields\": [\n    {\n      \"column\": \"budget\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 40722391,\n        \"min\": 0,\n        \"max\": 380000000,\n        \"num_unique_values\": 436,\n        \"samples\": [\n          439000,\n          68000000,\n          700000\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1175,\n        \"samples\": [\n          \"[{\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}]\",\n          \"[{\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 35, \\\"name\\\": \\\"Comedy\\\"}, {\\\"id\\\": 80, \\\"name\\\": \\\"Crime\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}]\",\n          \"[{\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}, {\\\"id\\\": 10751, \\\"name\\\": \\\"Family\\\"}, {\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 878, \\\"name\\\": \\\"Science Fiction\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"homepage\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1691,\n        \"samples\": [\n          \"https://www.warnerbros.com/running-scared\",\n          \"http://www.51birchstreet.com/index.php\",\n          \"http://movies2.foxjapan.com/glee/\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88694,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          13006,\n          18041\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4222,\n        \"samples\": [\n          \"[{\\\"id\\\": 782, \\\"name\\\": \\\"assassin\\\"}, {\\\"id\\\": 1872, \\\"name\\\": \\\"loss of father\\\"}, {\\\"id\\\": 2908, \\\"name\\\": \\\"secret society\\\"}, {\\\"id\\\": 3045, \\\"name\\\": \\\"mission of murder\\\"}, {\\\"id\\\": 9748, \\\"name\\\": \\\"revenge\\\"}]\",\n          \"[{\\\"id\\\": 2987, \\\"name\\\": \\\"gang war\\\"}, {\\\"id\\\": 4942, \\\"name\\\": \\\"victim of murder\\\"}, {\\\"id\\\": 5332, \\\"name\\\": \\\"greed\\\"}, {\\\"id\\\": 6062, \\\"name\\\": \\\"hostility\\\"}, {\\\"id\\\": 156212, \\\"name\\\": \\\"spaghetti western\\\"}]\",\n          \"[{\\\"id\\\": 703, \\\"name\\\": \\\"detective\\\"}, {\\\"id\\\": 1299, \\\"name\\\": \\\"monster\\\"}, {\\\"id\\\": 6101, \\\"name\\\": \\\"engine\\\"}, {\\\"id\\\": 10988, \\\"name\\\": \\\"based on tv series\\\"}, {\\\"id\\\": 15162, \\\"name\\\": \\\"dog\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"original_language\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 37,\n        \"samples\": [\n          \"xx\",\n          \"ta\",\n          \"es\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"original_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4801,\n        \"samples\": [\n          \"I Spy\",\n          \"Love Letters\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"When \\\"street smart\\\" rapper Christopher \\\"C-Note\\\" Hawkins (Big Boi) applies for a membership to all-white Carolina Pines Country Club, the establishment's proprietors are hardly ready to oblige him.\",\n          \"As their first year of high school looms ahead, best friends Julie, Hannah, Yancy and Farrah have one last summer sleepover. Little do they know they're about to embark on the adventure of a lifetime. Desperate to shed their nerdy status, they take part in a night-long scavenger hunt that pits them against their popular archrivals. Everything under the sun goes on -- from taking Yancy's father's car to sneaking into nightclubs!\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"popularity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.816649749537774,\n        \"min\": 0.0,\n        \"max\": 875.581305,\n        \"num_unique_values\": 4802,\n        \"samples\": [\n          13.267631,\n          0.010909,\n          5.842299\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_companies\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3697,\n        \"samples\": [\n          \"[{\\\"name\\\": \\\"Paramount Pictures\\\", \\\"id\\\": 4}, {\\\"name\\\": \\\"Cherry Alley Productions\\\", \\\"id\\\": 2232}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}, {\\\"name\\\": \\\"Dune Entertainment\\\", \\\"id\\\": 444}, {\\\"name\\\": \\\"Regency Enterprises\\\", \\\"id\\\": 508}, {\\\"name\\\": \\\"Guy Walks into a Bar Productions\\\", \\\"id\\\": 2645}, {\\\"name\\\": \\\"Deep River Productions\\\", \\\"id\\\": 2646}, {\\\"name\\\": \\\"Friendly Films (II)\\\", \\\"id\\\": 81136}]\",\n          \"[{\\\"name\\\": \\\"Twentieth Century Fox Film Corporation\\\", \\\"id\\\": 306}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"production_countries\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 469,\n        \"samples\": [\n          \"[{\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"FR\\\", \\\"name\\\": \\\"France\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}, {\\\"iso_3166_1\\\": \\\"CA\\\", \\\"name\\\": \\\"Canada\\\"}, {\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}]\",\n          \"[{\\\"iso_3166_1\\\": \\\"DE\\\", \\\"name\\\": \\\"Germany\\\"}, {\\\"iso_3166_1\\\": \\\"ES\\\", \\\"name\\\": \\\"Spain\\\"}, {\\\"iso_3166_1\\\": \\\"GB\\\", \\\"name\\\": \\\"United Kingdom\\\"}, {\\\"iso_3166_1\\\": \\\"US\\\", \\\"name\\\": \\\"United States of America\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"release_date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 3280,\n        \"samples\": [\n          \"1966-10-16\",\n          \"1987-07-31\",\n          \"1993-09-23\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"revenue\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 162857100,\n        \"min\": 0,\n        \"max\": 2787965087,\n        \"num_unique_values\": 3297,\n        \"samples\": [\n          11833696,\n          10462500,\n          17807569\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runtime\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 22.611934588844232,\n        \"min\": 0.0,\n        \"max\": 338.0,\n        \"num_unique_values\": 156,\n        \"samples\": [\n          74.0,\n          85.0,\n          170.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"spoken_languages\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 544,\n        \"samples\": [\n          \"[{\\\"iso_639_1\\\": \\\"es\\\", \\\"name\\\": \\\"Espa\\\\u00f1ol\\\"}, {\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"fr\\\", \\\"name\\\": \\\"Fran\\\\u00e7ais\\\"}, {\\\"iso_639_1\\\": \\\"hu\\\", \\\"name\\\": \\\"Magyar\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"en\\\", \\\"name\\\": \\\"English\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"pt\\\", \\\"name\\\": \\\"Portugu\\\\u00eas\\\"}]\",\n          \"[{\\\"iso_639_1\\\": \\\"de\\\", \\\"name\\\": \\\"Deutsch\\\"}, {\\\"iso_639_1\\\": \\\"it\\\", \\\"name\\\": \\\"Italiano\\\"}, {\\\"iso_639_1\\\": \\\"la\\\", \\\"name\\\": \\\"Latin\\\"}, {\\\"iso_639_1\\\": \\\"pl\\\", \\\"name\\\": \\\"Polski\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Released\",\n          \"Post Production\",\n          \"Rumored\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tagline\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3944,\n        \"samples\": [\n          \"When you're 17, every day is war.\",\n          \"An Unspeakable Horror. A Creative Genius. Captured For Eternity.\",\n          \"May the schwartz be with you\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_average\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.1946121628478923,\n        \"min\": 0.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 71,\n        \"samples\": [\n          5.1,\n          7.2,\n          4.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"vote_count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1234,\n        \"min\": 0,\n        \"max\": 13752,\n        \"num_unique_values\": 1609,\n        \"samples\": [\n          7604,\n          3428,\n          225\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "credits.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "id": "FJ8I8H1iG4M1",
        "outputId": "29f30ec7-1890-4f7f-dcb2-9ed72fa8034c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                               cast  \\\n",
              "0     19995  Avatar  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-3b9ac334-457f-4f97-ad78-8ee9a82cf12b\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3b9ac334-457f-4f97-ad78-8ee9a82cf12b')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-3b9ac334-457f-4f97-ad78-8ee9a82cf12b button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-3b9ac334-457f-4f97-ad78-8ee9a82cf12b');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "credits",
              "summary": "{\n  \"name\": \"credits\",\n  \"rows\": 4803,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88694,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          13006,\n          18041\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4761,\n        \"samples\": [\n          \"[{\\\"cast_id\\\": 1, \\\"character\\\": \\\"Joshua \\\\\\\"Josh\\\\\\\" Baskin\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048ac3\\\", \\\"gender\\\": 2, \\\"id\\\": 31, \\\"name\\\": \\\"Tom Hanks\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 2, \\\"character\\\": \\\"Susan\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048ac7\\\", \\\"gender\\\": 1, \\\"id\\\": 20, \\\"name\\\": \\\"Elizabeth Perkins\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 3, \\\"character\\\": \\\"MacMillan\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048acb\\\", \\\"gender\\\": 2, \\\"id\\\": 1162, \\\"name\\\": \\\"Robert Loggia\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Paul\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048acf\\\", \\\"gender\\\": 2, \\\"id\\\": 11512, \\\"name\\\": \\\"John Heard\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Billy\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b11\\\", \\\"gender\\\": 2, \\\"id\\\": 57422, \\\"name\\\": \\\"Jared Rushton\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Young Josh\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b15\\\", \\\"gender\\\": 2, \\\"id\\\": 62123, \\\"name\\\": \\\"David Moscow\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Scotty Brennen\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048ad3\\\", \\\"gender\\\": 2, \\\"id\\\": 16165, \\\"name\\\": \\\"Jon Lovitz\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"Mrs. Baskin\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048ad7\\\", \\\"gender\\\": 1, \\\"id\\\": 2167, \\\"name\\\": \\\"Mercedes Ruehl\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Mr. Baskin\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b19\\\", \\\"gender\\\": 2, \\\"id\\\": 143205, \\\"name\\\": \\\"Josh Clark\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 22, \\\"character\\\": \\\"Gym Teacher\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b29\\\", \\\"gender\\\": 2, \\\"id\\\": 123728, \\\"name\\\": \\\"Allan Wasserman\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Cynthia Benson\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b1d\\\", \\\"gender\\\": 0, \\\"id\\\": 1073814, \\\"name\\\": \\\"Kimberlee M. Davis\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Freddie Benson\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b21\\\", \\\"gender\\\": 0, \\\"id\\\": 1073816, \\\"name\\\": \\\"Oliver Block\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Cynthia's Friend\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b25\\\", \\\"gender\\\": 0, \\\"id\\\": 80138, \\\"name\\\": \\\"Erika Katz\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Derek\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b2d\\\", \\\"gender\\\": 2, \\\"id\\\": 166788, \\\"name\\\": \\\"Mark Ballou\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Ticket Taker\\\", \\\"credit_id\\\": \\\"52fe4349c3a36847f8048b31\\\", \\\"gender\\\": 0, \\\"id\\\": 994134, \\\"name\\\": \\\"Gary Howard Klar\\\", \\\"order\\\": 14}]\",\n          \"[{\\\"cast_id\\\": 3, \\\"character\\\": \\\"Richard O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038407\\\", \\\"gender\\\": 2, \\\"id\\\": 18269, \\\"name\\\": \\\"Brendan Fraser\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Evelyn Carnahan O'Connell/Princess Nefertiri\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840b\\\", \\\"gender\\\": 1, \\\"id\\\": 3293, \\\"name\\\": \\\"Rachel Weisz\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Jonathan Carnahan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840f\\\", \\\"gender\\\": 2, \\\"id\\\": 10727, \\\"name\\\": \\\"John Hannah\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"High Priest Imhotep\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038413\\\", \\\"gender\\\": 2, \\\"id\\\": 16743, \\\"name\\\": \\\"Arnold Vosloo\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 7, \\\"character\\\": \\\"Ardeth Bay\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038417\\\", \\\"gender\\\": 2, \\\"id\\\": 18041, \\\"name\\\": \\\"Oded Fehr\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 8, \\\"character\\\": \\\"Mathayus the Scorpion King\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841b\\\", \\\"gender\\\": 2, \\\"id\\\": 18918, \\\"name\\\": \\\"Dwayne Johnson\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Alexander O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841f\\\", \\\"gender\\\": 2, \\\"id\\\": 18919, \\\"name\\\": \\\"Freddie Boath\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Meela Nais/Anck Su Namun\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038423\\\", \\\"gender\\\": 1, \\\"id\\\": 18920, \\\"name\\\": \\\"Patricia Vel\\\\u00e1squez\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Baltus Hafez\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844b\\\", \\\"gender\\\": 2, \\\"id\\\": 2629, \\\"name\\\": \\\"Alun Armstrong\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Lock-Nah\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844f\\\", \\\"gender\\\": 2, \\\"id\\\": 31164, \\\"name\\\": \\\"Adewale Akinnuoye-Agbaje\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Izzy Buttons\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038453\\\", \\\"gender\\\": 2, \\\"id\\\": 30316, \\\"name\\\": \\\"Shaun Parkes\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Red\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038457\\\", \\\"gender\\\": 0, \\\"id\\\": 25675, \\\"name\\\": \\\"Bruce Byron\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Jacques\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845b\\\", \\\"gender\\\": 0, \\\"id\\\": 1010264, \\\"name\\\": \\\"Joe Dixon\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 22, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845f\\\", \\\"gender\\\": 2, \\\"id\\\": 208211, \\\"name\\\": \\\"Thomas Fisher\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Pharaoh Seti I\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038463\\\", \\\"gender\\\": 2, \\\"id\\\": 25808, \\\"name\\\": \\\"Aharon Ipal\\\\u00e9\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Shafek\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038467\\\", \\\"gender\\\": 0, \\\"id\\\": 178631, \\\"name\\\": \\\"Quill Roberts\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Showgirl with Jonathan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846b\\\", \\\"gender\\\": 1, \\\"id\\\": 120886, \\\"name\\\": \\\"Donna Air\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 26, \\\"character\\\": \\\"Mountain of Flesh\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846f\\\", \\\"gender\\\": 0, \\\"id\\\": 1077874, \\\"name\\\": \\\"Trevor Lovell\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 30, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"536222b20e0a2649a900146a\\\", \\\"gender\\\": 0, \\\"id\\\": 27678, \\\"name\\\": \\\"Tom Fisher\\\", \\\"order\\\": 18}]\",\n          \"[{\\\"cast_id\\\": 2, \\\"character\\\": \\\"Donna Keppel\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a478f\\\", \\\"gender\\\": 1, \\\"id\\\": 29221, \\\"name\\\": \\\"Brittany Snow\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 3, \\\"character\\\": \\\"Bobby\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a4793\\\", \\\"gender\\\": 2, \\\"id\\\": 53368, \\\"name\\\": \\\"Scott Porter\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Claire\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a4797\\\", \\\"gender\\\": 1, \\\"id\\\": 55463, \\\"name\\\": \\\"Jessica Stroup\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Lisa Hines\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a479b\\\", \\\"gender\\\": 1, \\\"id\\\": 39556, \\\"name\\\": \\\"Dana Davis\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"Michael\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a479f\\\", \\\"gender\\\": 2, \\\"id\\\": 55464, \\\"name\\\": \\\"Kelly Blatz\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 7, \\\"character\\\": \\\"Ronnie Heflin\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a47a3\\\", \\\"gender\\\": 2, \\\"id\\\": 53652, \\\"name\\\": \\\"Collins Pennie\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 8, \\\"character\\\": \\\"Richard Fenton\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a47a7\\\", \\\"gender\\\": 2, \\\"id\\\": 51670, \\\"name\\\": \\\"Johnathon Schaech\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Detective Winn\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a47f3\\\", \\\"gender\\\": 2, \\\"id\\\": 17605, \\\"name\\\": \\\"Idris Elba\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 28, \\\"character\\\": \\\"Dr. Elisha Crowe\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a4809\\\", \\\"gender\\\": 1, \\\"id\\\": 21702, \\\"name\\\": \\\"Ming-Na Wen\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 29, \\\"character\\\": \\\"Aunt Karen Turner\\\", \\\"credit_id\\\": \\\"52fe44b0c3a36847f80a480d\\\", \\\"gender\\\": 1, \\\"id\\\": 7523, \\\"name\\\": \\\"Jessalyn Gilsig\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 30, \\\"character\\\": \\\"Rick Leland\\\", \\\"credit_id\\\": \\\"53e94dbc0e0a2654fd000009\\\", \\\"gender\\\": 2, \\\"id\\\": 34502, \\\"name\\\": \\\"Kellan Lutz\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 31, \\\"character\\\": \\\"Detective Nash\\\", \\\"credit_id\\\": \\\"53e94e36c3a3687ffa00000e\\\", \\\"gender\\\": 2, \\\"id\\\": 5296, \\\"name\\\": \\\"James Ransone\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 32, \\\"character\\\": \\\"Ms. Waters\\\", \\\"credit_id\\\": \\\"53e94e940e0a2654fd00001e\\\", \\\"gender\\\": 1, \\\"id\\\": 96554, \\\"name\\\": \\\"Mary Mara\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 33, \\\"character\\\": \\\"Dancer\\\", \\\"credit_id\\\": \\\"56d207d7c3a3681e4400b3de\\\", \\\"gender\\\": 1, \\\"id\\\": 159913, \\\"name\\\": \\\"Allison Kyler\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 34, \\\"character\\\": \\\"Officer Hicks\\\", \\\"credit_id\\\": \\\"57dd7339925141784a00050e\\\", \\\"gender\\\": 2, \\\"id\\\": 66560, \\\"name\\\": \\\"Craig Susser\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 43, \\\"character\\\": \\\"Mrs. Hines\\\", \\\"credit_id\\\": \\\"58c7285fc3a3683dd7001c0d\\\", \\\"gender\\\": 0, \\\"id\\\": 155435, \\\"name\\\": \\\"Valeri Ross\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 44, \\\"character\\\": \\\"Crissy Lynn\\\", \\\"credit_id\\\": \\\"590c3264c3a36801c60092ea\\\", \\\"gender\\\": 1, \\\"id\\\": 115126, \\\"name\\\": \\\"Brianne Davis\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 45, \\\"character\\\": \\\"Uncle Jack Turner\\\", \\\"credit_id\\\": \\\"590c32f1c3a36801c60093a5\\\", \\\"gender\\\": 2, \\\"id\\\": 57251, \\\"name\\\": \\\"Linden Ashby\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 46, \\\"character\\\": \\\"April\\\", \\\"credit_id\\\": \\\"590c336c9251415a8b009abc\\\", \\\"gender\\\": 1, \\\"id\\\": 92856, \\\"name\\\": \\\"Jana Kramer\\\", \\\"order\\\": 18}, {\\\"cast_id\\\": 47, \\\"character\\\": \\\"Taylor\\\", \\\"credit_id\\\": \\\"590c33b49251415a67009232\\\", \\\"gender\\\": 1, \\\"id\\\": 88038, \\\"name\\\": \\\"Rachel Specter\\\", \\\"order\\\": 19}, {\\\"cast_id\\\": 48, \\\"character\\\": \\\"Mrs. Keppel\\\", \\\"credit_id\\\": \\\"590c340a9251415a5e0090fa\\\", \\\"gender\\\": 1, \\\"id\\\": 15010, \\\"name\\\": \\\"Lori Heuring\\\", \\\"order\\\": 20}, {\\\"cast_id\\\": 49, \\\"character\\\": \\\"DJ Tyler\\\", \\\"credit_id\\\": \\\"590c3499c3a3680148009300\\\", \\\"gender\\\": 0, \\\"id\\\": 1627987, \\\"name\\\": \\\"Jay Phillips\\\", \\\"order\\\": 21}, {\\\"cast_id\\\": 61, \\\"character\\\": \\\"Bellhop\\\", \\\"credit_id\\\": \\\"590c397a9251415a8b009fca\\\", \\\"gender\\\": 2, \\\"id\\\": 26852, \\\"name\\\": \\\"Joshua Leonard\\\", \\\"order\\\": 22}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4776,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"credit_id\\\": \\\"599048b2925141670b02c97f\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1416153, \\\"job\\\": \\\"Supervising Sound Editor\\\", \\\"name\\\": \\\"Donald Sylvester\\\"}, {\\\"credit_id\\\": \\\"59904ad6c3a36874b402a1cc\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1416167, \\\"job\\\": \\\"Visual Effects Producer\\\", \\\"name\\\": \\\"John Kilkenny\\\"}, {\\\"credit_id\\\": \\\"56ae7d849251416357002915\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 1424894, \\\"job\\\": \\\"Hairstylist\\\", \\\"name\\\": \\\"Camille Friend\\\"}, {\\\"credit_id\\\": \\\"599047ab925141674c02b48e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1425343, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Vanessa Lapato\\\"}, {\\\"credit_id\\\": \\\"59904951925141673902ae4e\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1442509, \\\"job\\\": \\\"Special Effects Coordinator\\\", \\\"name\\\": \\\"Alan E. Lorimer\\\"}, {\\\"credit_id\\\": \\\"59904427925141675902acc6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1451398, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Bryan McBrien\\\"}, {\\\"credit_id\\\": \\\"59904629c3a368744202b2d6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1453276, \\\"job\\\": \\\"Construction Coordinator\\\", \\\"name\\\": \\\"Butch West\\\"}, {\\\"credit_id\\\": \\\"599034bcc3a3687493027d17\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1454647, \\\"job\\\": \\\"Creator\\\", \\\"name\\\": \\\"Hugh Lofting\\\"}, {\\\"credit_id\\\": \\\"58dd11f1c3a36822ae00bc75\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 1, \\\"id\\\": 1457729, \\\"job\\\": \\\"Script Supervisor\\\", \\\"name\\\": \\\"Nancy Karlin\\\"}, {\\\"credit_id\\\": \\\"59904a8d925141675f02b6d8\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1496418, \\\"job\\\": \\\"Visual Effects Coordinator\\\", \\\"name\\\": \\\"Mitchell Ferm\\\"}, {\\\"credit_id\\\": \\\"599050e6925141674c02beef\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1550058, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Jim Harrison\\\"}, {\\\"credit_id\\\": \\\"58dd11b0c3a368223e00b7db\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1585159, \\\"job\\\": \\\"Location Scout\\\", \\\"name\\\": \\\"Jasan Sherman\\\"}, {\\\"credit_id\\\": \\\"5990453a925141673902a8ec\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1586888, \\\"job\\\": \\\"Sculptor\\\", \\\"name\\\": \\\"Thomas Meikle\\\"}, {\\\"credit_id\\\": \\\"5990506dc3a368747302c6e3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1587383, \\\"job\\\": \\\"Music Supervisor\\\", \\\"name\\\": \\\"Spring Aspers\\\"}, {\\\"credit_id\\\": \\\"59904fbb925141672302c9ed\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1610228, \\\"job\\\": \\\"Key Costumer\\\", \\\"name\\\": \\\"Craig Anthony\\\"}, {\\\"credit_id\\\": \\\"599047e3925141674c02b4cf\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1737829, \\\"job\\\": \\\"Boom Operator\\\", \\\"name\\\": \\\"Harrison D. Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"52fe44479251416c7502f0c3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 20953, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"Harry Manfredini\\\"}, {\\\"credit_id\\\": \\\"534a8875c3a3682df60016a4\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 23545, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Robin D. Cook\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0ed\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 35475, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Sean S. Cunningham\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0cf\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 55642, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Derick V. Underschultz\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0b7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 61117, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Todd Farmer\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0c9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 64748, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"David Handman\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0b1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 69579, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"James Isaac\\\"}, {\\\"credit_id\\\": \\\"52fe44479251416c7502f0bd\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 69585, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Noel Cunningham\\\"}, {\\\"credit_id\\\": \\\"534a888cc3a3682df60016a8\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 958703, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Maxyne Baker\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.merge(credits,on='title')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "AyzQik6MHHUm",
        "outputId": "52836ae5-14cb-460e-de2d-6cf982d58abb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         budget                                             genres  \\\n",
              "0     237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1     300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2     245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "3     250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4     260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "...         ...                                                ...   \n",
              "4804     220000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4805       9000  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
              "4806          0  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   \n",
              "4807          0                                                 []   \n",
              "4808          0                [{\"id\": 99, \"name\": \"Documentary\"}]   \n",
              "\n",
              "                                               homepage      id  \\\n",
              "0                           http://www.avatarmovie.com/   19995   \n",
              "1          http://disney.go.com/disneypictures/pirates/     285   \n",
              "2           http://www.sonypictures.com/movies/spectre/  206647   \n",
              "3                    http://www.thedarkknightrises.com/   49026   \n",
              "4                  http://movies.disney.com/john-carter   49529   \n",
              "...                                                 ...     ...   \n",
              "4804                                                NaN    9367   \n",
              "4805                                                NaN   72766   \n",
              "4806  http://www.hallmarkchannel.com/signedsealeddel...  231617   \n",
              "4807                        http://shanghaicalling.com/  126186   \n",
              "4808                                                NaN   25975   \n",
              "\n",
              "                                               keywords original_language  \\\n",
              "0     [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "1     [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
              "2     [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
              "3     [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
              "4     [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
              "...                                                 ...               ...   \n",
              "4804  [{\"id\": 5616, \"name\": \"united states\\u2013mexi...                es   \n",
              "4805                                                 []                en   \n",
              "4806  [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...                en   \n",
              "4807                                                 []                en   \n",
              "4808  [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...                en   \n",
              "\n",
              "                                original_title  \\\n",
              "0                                       Avatar   \n",
              "1     Pirates of the Caribbean: At World's End   \n",
              "2                                      Spectre   \n",
              "3                        The Dark Knight Rises   \n",
              "4                                  John Carter   \n",
              "...                                        ...   \n",
              "4804                               El Mariachi   \n",
              "4805                                 Newlyweds   \n",
              "4806                 Signed, Sealed, Delivered   \n",
              "4807                          Shanghai Calling   \n",
              "4808                         My Date with Drew   \n",
              "\n",
              "                                               overview  popularity  \\\n",
              "0     In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
              "1     Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
              "2     A cryptic message from Bond’s past sends him o...  107.376788   \n",
              "3     Following the death of District Attorney Harve...  112.312950   \n",
              "4     John Carter is a war-weary, former military ca...   43.926995   \n",
              "...                                                 ...         ...   \n",
              "4804  El Mariachi just wants to play his guitar and ...   14.269792   \n",
              "4805  A newlywed couple's honeymoon is upended by th...    0.642552   \n",
              "4806  \"Signed, Sealed, Delivered\" introduces a dedic...    1.444476   \n",
              "4807  When ambitious New York attorney Sam is sent t...    0.857008   \n",
              "4808  Ever since the second grade when he first saw ...    1.929883   \n",
              "\n",
              "                                   production_companies  ... runtime  \\\n",
              "0     [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
              "1     [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...  ...   169.0   \n",
              "2     [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...  ...   148.0   \n",
              "3     [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...  ...   165.0   \n",
              "4           [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]  ...   132.0   \n",
              "...                                                 ...  ...     ...   \n",
              "4804           [{\"name\": \"Columbia Pictures\", \"id\": 5}]  ...    81.0   \n",
              "4805                                                 []  ...    85.0   \n",
              "4806  [{\"name\": \"Front Street Pictures\", \"id\": 3958}...  ...   120.0   \n",
              "4807                                                 []  ...    98.0   \n",
              "4808  [{\"name\": \"rusty bear entertainment\", \"id\": 87...  ...    90.0   \n",
              "\n",
              "                                       spoken_languages    status  \\\n",
              "0     [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "1              [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "2     [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
              "3              [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "4              [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "...                                                 ...       ...   \n",
              "4804      [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]  Released   \n",
              "4805                                                 []  Released   \n",
              "4806           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "4807           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "4808           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "\n",
              "                                                tagline  \\\n",
              "0                           Enter the World of Pandora.   \n",
              "1        At the end of the world, the adventure begins.   \n",
              "2                                 A Plan No One Escapes   \n",
              "3                                       The Legend Ends   \n",
              "4                  Lost in our world, found in another.   \n",
              "...                                                 ...   \n",
              "4804  He didn't come looking for trouble, but troubl...   \n",
              "4805  A newlywed couple's honeymoon is upended by th...   \n",
              "4806                                                NaN   \n",
              "4807                           A New Yorker in Shanghai   \n",
              "4808                                                NaN   \n",
              "\n",
              "                                         title vote_average vote_count  \\\n",
              "0                                       Avatar          7.2      11800   \n",
              "1     Pirates of the Caribbean: At World's End          6.9       4500   \n",
              "2                                      Spectre          6.3       4466   \n",
              "3                        The Dark Knight Rises          7.6       9106   \n",
              "4                                  John Carter          6.1       2124   \n",
              "...                                        ...          ...        ...   \n",
              "4804                               El Mariachi          6.6        238   \n",
              "4805                                 Newlyweds          5.9          5   \n",
              "4806                 Signed, Sealed, Delivered          7.0          6   \n",
              "4807                          Shanghai Calling          5.7          7   \n",
              "4808                         My Date with Drew          6.3         16   \n",
              "\n",
              "     movie_id                                               cast  \\\n",
              "0       19995  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "1         285  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
              "2      206647  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
              "3       49026  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
              "4       49529  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
              "...       ...                                                ...   \n",
              "4804     9367  [{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...   \n",
              "4805    72766  [{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...   \n",
              "4806   231617  [{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...   \n",
              "4807   126186  [{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...   \n",
              "4808    25975  [{\"cast_id\": 3, \"character\": \"Herself\", \"credi...   \n",
              "\n",
              "                                                   crew  \n",
              "0     [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1     [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2     [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
              "3     [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
              "4     [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  \n",
              "...                                                 ...  \n",
              "4804  [{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...  \n",
              "4805  [{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...  \n",
              "4806  [{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...  \n",
              "4807  [{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...  \n",
              "4808  [{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...  \n",
              "\n",
              "[4809 rows x 23 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-446c1ea9-bbc4-4f22-b0d2-92a77b44f954\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>genres</th>\n",
              "      <th>homepage</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>overview</th>\n",
              "      <th>popularity</th>\n",
              "      <th>production_companies</th>\n",
              "      <th>...</th>\n",
              "      <th>runtime</th>\n",
              "      <th>spoken_languages</th>\n",
              "      <th>status</th>\n",
              "      <th>tagline</th>\n",
              "      <th>title</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>vote_count</th>\n",
              "      <th>movie_id</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.avatarmovie.com/</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
              "      <td>...</td>\n",
              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Released</td>\n",
              "      <td>Enter the World of Pandora.</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>7.2</td>\n",
              "      <td>11800</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>300000000</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
              "      <td>285</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>en</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>139.082615</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
              "      <td>...</td>\n",
              "      <td>169.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>At the end of the world, the adventure begins.</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>6.9</td>\n",
              "      <td>4500</td>\n",
              "      <td>285</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>245000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
              "      <td>206647</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
              "      <td>en</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
              "      <td>...</td>\n",
              "      <td>148.0</td>\n",
              "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
              "      <td>Released</td>\n",
              "      <td>A Plan No One Escapes</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>6.3</td>\n",
              "      <td>4466</td>\n",
              "      <td>206647</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>250000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>http://www.thedarkknightrises.com/</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>...</td>\n",
              "      <td>165.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>The Legend Ends</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>260000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://movies.disney.com/john-carter</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>...</td>\n",
              "      <td>132.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>6.1</td>\n",
              "      <td>2124</td>\n",
              "      <td>49529</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4804</th>\n",
              "      <td>220000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9367</td>\n",
              "      <td>[{\"id\": 5616, \"name\": \"united states\\u2013mexi...</td>\n",
              "      <td>es</td>\n",
              "      <td>El Mariachi</td>\n",
              "      <td>El Mariachi just wants to play his guitar and ...</td>\n",
              "      <td>14.269792</td>\n",
              "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}]</td>\n",
              "      <td>...</td>\n",
              "      <td>81.0</td>\n",
              "      <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>He didn't come looking for trouble, but troubl...</td>\n",
              "      <td>El Mariachi</td>\n",
              "      <td>6.6</td>\n",
              "      <td>238</td>\n",
              "      <td>9367</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4805</th>\n",
              "      <td>9000</td>\n",
              "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>72766</td>\n",
              "      <td>[]</td>\n",
              "      <td>en</td>\n",
              "      <td>Newlyweds</td>\n",
              "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
              "      <td>0.642552</td>\n",
              "      <td>[]</td>\n",
              "      <td>...</td>\n",
              "      <td>85.0</td>\n",
              "      <td>[]</td>\n",
              "      <td>Released</td>\n",
              "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
              "      <td>Newlyweds</td>\n",
              "      <td>5.9</td>\n",
              "      <td>5</td>\n",
              "      <td>72766</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...</td>\n",
              "      <td>[{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4806</th>\n",
              "      <td>0</td>\n",
              "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
              "      <td>http://www.hallmarkchannel.com/signedsealeddel...</td>\n",
              "      <td>231617</td>\n",
              "      <td>[{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...</td>\n",
              "      <td>en</td>\n",
              "      <td>Signed, Sealed, Delivered</td>\n",
              "      <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
              "      <td>1.444476</td>\n",
              "      <td>[{\"name\": \"Front Street Pictures\", \"id\": 3958}...</td>\n",
              "      <td>...</td>\n",
              "      <td>120.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Signed, Sealed, Delivered</td>\n",
              "      <td>7.0</td>\n",
              "      <td>6</td>\n",
              "      <td>231617</td>\n",
              "      <td>[{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4807</th>\n",
              "      <td>0</td>\n",
              "      <td>[]</td>\n",
              "      <td>http://shanghaicalling.com/</td>\n",
              "      <td>126186</td>\n",
              "      <td>[]</td>\n",
              "      <td>en</td>\n",
              "      <td>Shanghai Calling</td>\n",
              "      <td>When ambitious New York attorney Sam is sent t...</td>\n",
              "      <td>0.857008</td>\n",
              "      <td>[]</td>\n",
              "      <td>...</td>\n",
              "      <td>98.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>A New Yorker in Shanghai</td>\n",
              "      <td>Shanghai Calling</td>\n",
              "      <td>5.7</td>\n",
              "      <td>7</td>\n",
              "      <td>126186</td>\n",
              "      <td>[{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4808</th>\n",
              "      <td>0</td>\n",
              "      <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>25975</td>\n",
              "      <td>[{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...</td>\n",
              "      <td>en</td>\n",
              "      <td>My Date with Drew</td>\n",
              "      <td>Ever since the second grade when he first saw ...</td>\n",
              "      <td>1.929883</td>\n",
              "      <td>[{\"name\": \"rusty bear entertainment\", \"id\": 87...</td>\n",
              "      <td>...</td>\n",
              "      <td>90.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
              "      <td>Released</td>\n",
              "      <td>NaN</td>\n",
              "      <td>My Date with Drew</td>\n",
              "      <td>6.3</td>\n",
              "      <td>16</td>\n",
              "      <td>25975</td>\n",
              "      <td>[{\"cast_id\": 3, \"character\": \"Herself\", \"credi...</td>\n",
              "      <td>[{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4809 rows × 23 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-446c1ea9-bbc4-4f22-b0d2-92a77b44f954')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-446c1ea9-bbc4-4f22-b0d2-92a77b44f954 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-446c1ea9-bbc4-4f22-b0d2-92a77b44f954');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-256cc51a-edfa-4e3c-8172-0683bb627672\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-256cc51a-edfa-4e3c-8172-0683bb627672')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-256cc51a-edfa-4e3c-8172-0683bb627672 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies=movies.merge(credits,on='title')"
      ],
      "metadata": {
        "id": "zR8TGHxkHNRV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 217
        },
        "id": "RFaVW72tHUsx",
        "outputId": "6e4962ed-fb4c-4701-c052-93f116637010"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      budget                                             genres  \\\n",
              "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                      homepage     id  \\\n",
              "0  http://www.avatarmovie.com/  19995   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "\n",
              "  original_title                                           overview  \\\n",
              "0         Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "   popularity                               production_companies  ... runtime  \\\n",
              "0  150.437577  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
              "\n",
              "                                    spoken_languages    status  \\\n",
              "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "\n",
              "                       tagline   title vote_average vote_count movie_id  \\\n",
              "0  Enter the World of Pandora.  Avatar          7.2      11800    19995   \n",
              "\n",
              "                                                cast  \\\n",
              "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "\n",
              "[1 rows x 23 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-de52c76b-1023-4286-9c9c-248b5817afc9\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>budget</th>\n",
              "      <th>genres</th>\n",
              "      <th>homepage</th>\n",
              "      <th>id</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>original_title</th>\n",
              "      <th>overview</th>\n",
              "      <th>popularity</th>\n",
              "      <th>production_companies</th>\n",
              "      <th>...</th>\n",
              "      <th>runtime</th>\n",
              "      <th>spoken_languages</th>\n",
              "      <th>status</th>\n",
              "      <th>tagline</th>\n",
              "      <th>title</th>\n",
              "      <th>vote_average</th>\n",
              "      <th>vote_count</th>\n",
              "      <th>movie_id</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>237000000</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>http://www.avatarmovie.com/</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>en</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
              "      <td>...</td>\n",
              "      <td>162.0</td>\n",
              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
              "      <td>Released</td>\n",
              "      <td>Enter the World of Pandora.</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>7.2</td>\n",
              "      <td>11800</td>\n",
              "      <td>19995</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1 rows × 23 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-de52c76b-1023-4286-9c9c-248b5817afc9')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-de52c76b-1023-4286-9c9c-248b5817afc9 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-de52c76b-1023-4286-9c9c-248b5817afc9');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies"
            }
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XCPFWZUXHlf1",
        "outputId": "6915a31d-fba7-49d8-eeaa-c92a61813189"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4809, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "credits.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3rUF3ZMXHpkV",
        "outputId": "64573813-ad55-4c94-d58e-c535a6a91728"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4803, 4)"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies[['movie_id','title','overview','genres','keywords','cast','crew']]\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 771
        },
        "id": "6wERDVImHw1w",
        "outputId": "1de3341b-e69b-44ed-888a-49a03534a34e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      movie_id                                     title  \\\n",
              "0        19995                                    Avatar   \n",
              "1          285  Pirates of the Caribbean: At World's End   \n",
              "2       206647                                   Spectre   \n",
              "3        49026                     The Dark Knight Rises   \n",
              "4        49529                               John Carter   \n",
              "...        ...                                       ...   \n",
              "4804      9367                               El Mariachi   \n",
              "4805     72766                                 Newlyweds   \n",
              "4806    231617                 Signed, Sealed, Delivered   \n",
              "4807    126186                          Shanghai Calling   \n",
              "4808     25975                         My Date with Drew   \n",
              "\n",
              "                                               overview  \\\n",
              "0     In the 22nd century, a paraplegic Marine is di...   \n",
              "1     Captain Barbossa, long believed to be dead, ha...   \n",
              "2     A cryptic message from Bond’s past sends him o...   \n",
              "3     Following the death of District Attorney Harve...   \n",
              "4     John Carter is a war-weary, former military ca...   \n",
              "...                                                 ...   \n",
              "4804  El Mariachi just wants to play his guitar and ...   \n",
              "4805  A newlywed couple's honeymoon is upended by th...   \n",
              "4806  \"Signed, Sealed, Delivered\" introduces a dedic...   \n",
              "4807  When ambitious New York attorney Sam is sent t...   \n",
              "4808  Ever since the second grade when he first saw ...   \n",
              "\n",
              "                                                 genres  \\\n",
              "0     [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1     [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2     [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "3     [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4     [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "...                                                 ...   \n",
              "4804  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4805  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
              "4806  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   \n",
              "4807                                                 []   \n",
              "4808                [{\"id\": 99, \"name\": \"Documentary\"}]   \n",
              "\n",
              "                                               keywords  \\\n",
              "0     [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
              "1     [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
              "2     [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
              "3     [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
              "4     [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
              "...                                                 ...   \n",
              "4804  [{\"id\": 5616, \"name\": \"united states\\u2013mexi...   \n",
              "4805                                                 []   \n",
              "4806  [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...   \n",
              "4807                                                 []   \n",
              "4808  [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...   \n",
              "\n",
              "                                                   cast  \\\n",
              "0     [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "1     [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
              "2     [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
              "3     [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
              "4     [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
              "...                                                 ...   \n",
              "4804  [{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...   \n",
              "4805  [{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...   \n",
              "4806  [{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...   \n",
              "4807  [{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...   \n",
              "4808  [{\"cast_id\": 3, \"character\": \"Herself\", \"credi...   \n",
              "\n",
              "                                                   crew  \n",
              "0     [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1     [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2     [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
              "3     [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
              "4     [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  \n",
              "...                                                 ...  \n",
              "4804  [{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...  \n",
              "4805  [{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...  \n",
              "4806  [{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...  \n",
              "4807  [{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...  \n",
              "4808  [{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...  \n",
              "\n",
              "[4809 rows x 7 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9dc75b1d-8cc1-4350-98a0-652c2d673bc7\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4804</th>\n",
              "      <td>9367</td>\n",
              "      <td>El Mariachi</td>\n",
              "      <td>El Mariachi just wants to play his guitar and ...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>[{\"id\": 5616, \"name\": \"united states\\u2013mexi...</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4805</th>\n",
              "      <td>72766</td>\n",
              "      <td>Newlyweds</td>\n",
              "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
              "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
              "      <td>[]</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...</td>\n",
              "      <td>[{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4806</th>\n",
              "      <td>231617</td>\n",
              "      <td>Signed, Sealed, Delivered</td>\n",
              "      <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
              "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
              "      <td>[{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...</td>\n",
              "      <td>[{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4807</th>\n",
              "      <td>126186</td>\n",
              "      <td>Shanghai Calling</td>\n",
              "      <td>When ambitious New York attorney Sam is sent t...</td>\n",
              "      <td>[]</td>\n",
              "      <td>[]</td>\n",
              "      <td>[{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4808</th>\n",
              "      <td>25975</td>\n",
              "      <td>My Date with Drew</td>\n",
              "      <td>Ever since the second grade when he first saw ...</td>\n",
              "      <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
              "      <td>[{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...</td>\n",
              "      <td>[{\"cast_id\": 3, \"character\": \"Herself\", \"credi...</td>\n",
              "      <td>[{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4809 rows × 7 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9dc75b1d-8cc1-4350-98a0-652c2d673bc7')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-9dc75b1d-8cc1-4350-98a0-652c2d673bc7 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-9dc75b1d-8cc1-4350-98a0-652c2d673bc7');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-b90ecf9c-1fe6-4dd5-a839-d85b16ce17cc\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b90ecf9c-1fe6-4dd5-a839-d85b16ce17cc')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-b90ecf9c-1fe6-4dd5-a839-d85b16ce17cc button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"movies[['movie_id','title','overview','genres','keywords','cast','crew']]\",\n  \"rows\": 4809,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88653,\n        \"min\": 5,\n        \"max\": 459488,\n        \"num_unique_values\": 4803,\n        \"samples\": [\n          8427,\n          15581,\n          2013\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"I Spy\",\n          \"Who's Your Caddy?\",\n          \"Sleepover\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1175,\n        \"samples\": [\n          \"[{\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}, {\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 53, \\\"name\\\": \\\"Thriller\\\"}, {\\\"id\\\": 10749, \\\"name\\\": \\\"Romance\\\"}]\",\n          \"[{\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 35, \\\"name\\\": \\\"Comedy\\\"}, {\\\"id\\\": 80, \\\"name\\\": \\\"Crime\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}]\",\n          \"[{\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}, {\\\"id\\\": 10751, \\\"name\\\": \\\"Family\\\"}, {\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 878, \\\"name\\\": \\\"Science Fiction\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4222,\n        \"samples\": [\n          \"[{\\\"id\\\": 782, \\\"name\\\": \\\"assassin\\\"}, {\\\"id\\\": 1872, \\\"name\\\": \\\"loss of father\\\"}, {\\\"id\\\": 2908, \\\"name\\\": \\\"secret society\\\"}, {\\\"id\\\": 3045, \\\"name\\\": \\\"mission of murder\\\"}, {\\\"id\\\": 9748, \\\"name\\\": \\\"revenge\\\"}]\",\n          \"[{\\\"id\\\": 2987, \\\"name\\\": \\\"gang war\\\"}, {\\\"id\\\": 4942, \\\"name\\\": \\\"victim of murder\\\"}, {\\\"id\\\": 5332, \\\"name\\\": \\\"greed\\\"}, {\\\"id\\\": 6062, \\\"name\\\": \\\"hostility\\\"}, {\\\"id\\\": 156212, \\\"name\\\": \\\"spaghetti western\\\"}]\",\n          \"[{\\\"id\\\": 787, \\\"name\\\": \\\"mississippi\\\"}, {\\\"id\\\": 818, \\\"name\\\": \\\"based on novel\\\"}, {\\\"id\\\": 2804, \\\"name\\\": \\\"exploitation\\\"}, {\\\"id\\\": 6984, \\\"name\\\": \\\"racial segregation\\\"}, {\\\"id\\\": 12425, \\\"name\\\": \\\"racism\\\"}, {\\\"id\\\": 13028, \\\"name\\\": \\\"writer\\\"}, {\\\"id\\\": 13097, \\\"name\\\": \\\"maid\\\"}, {\\\"id\\\": 13098, \\\"name\\\": \\\"moral courage\\\"}, {\\\"id\\\": 13099, \\\"name\\\": \\\"ressentiment\\\"}, {\\\"id\\\": 176219, \\\"name\\\": \\\"southern belle\\\"}, {\\\"id\\\": 204173, \\\"name\\\": \\\"racial issues\\\"}, {\\\"id\\\": 208992, \\\"name\\\": \\\"1960s\\\"}, {\\\"id\\\": 209334, \\\"name\\\": \\\"newspaper columnist\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4761,\n        \"samples\": [\n          \"[{\\\"cast_id\\\": 1, \\\"character\\\": \\\"Mac Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20b\\\", \\\"gender\\\": 2, \\\"id\\\": 19274, \\\"name\\\": \\\"Seth Rogen\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 3, \\\"character\\\": \\\"Teddy Sanders\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a213\\\", \\\"gender\\\": 2, \\\"id\\\": 29222, \\\"name\\\": \\\"Zac Efron\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 2, \\\"character\\\": \\\"Kelly Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20f\\\", \\\"gender\\\": 1, \\\"id\\\": 9827, \\\"name\\\": \\\"Rose Byrne\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Pete Regazolli\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a217\\\", \\\"gender\\\": 2, \\\"id\\\": 54697, \\\"name\\\": \\\"Dave Franco\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Jimmy Blevins\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a245\\\", \\\"gender\\\": 2, \\\"id\\\": 198150, \\\"name\\\": \\\"Ike Barinholtz\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Scoonie Schofield\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a21b\\\", \\\"gender\\\": 2, \\\"id\\\": 54691, \\\"name\\\": \\\"Christopher Mintz-Plasse\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 11, \\\"character\\\": \\\"Paula Faldt\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a239\\\", \\\"gender\\\": 1, \\\"id\\\": 54708, \\\"name\\\": \\\"Carla Gallo\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Brooke Shy\\\", \\\"credit_id\\\": \\\"5326a290c3a3683dbf003e48\\\", \\\"gender\\\": 1, \\\"id\\\": 934243, \\\"name\\\": \\\"Halston Sage\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Assjuice\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a249\\\", \\\"gender\\\": 2, \\\"id\\\": 104561, \\\"name\\\": \\\"Craig Roberts\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Officer Watkins\\\", \\\"credit_id\\\": \\\"5326a2b3c3a3682378003f42\\\", \\\"gender\\\": 0, \\\"id\\\": 500427, \\\"name\\\": \\\"Hannibal Buress\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Carol Gladstone\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a231\\\", \\\"gender\\\": 1, \\\"id\\\": 14406, \\\"name\\\": \\\"Lisa Kudrow\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Dr. Theodorakis\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a24d\\\", \\\"gender\\\": 0, \\\"id\\\": 111683, \\\"name\\\": \\\"Jason Mantzoukas\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 42, \\\"character\\\": \\\"Garf\\\", \\\"credit_id\\\": \\\"54cf6fef92514147570082cf\\\", \\\"gender\\\": 2, \\\"id\\\": 1400880, \\\"name\\\": \\\"Jerrod Carmichael\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 40, \\\"character\\\": \\\"Whitney\\\", \\\"credit_id\\\": \\\"53fd31e7c3a3684c8c0004da\\\", \\\"gender\\\": 1, \\\"id\\\": 496731, \\\"name\\\": \\\"Ali Cobrin\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 65, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca131e92514102ad003abd\\\", \\\"gender\\\": 1, \\\"id\\\": 1581096, \\\"name\\\": \\\"Elise Vargas\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 66, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca133c92514123f8001a49\\\", \\\"gender\\\": 1, \\\"id\\\": 1581097, \\\"name\\\": \\\"Zoey Vargas\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 67, \\\"character\\\": \\\"Bill Wazowkowski\\\", \\\"credit_id\\\": \\\"56ca13d692514130a9001a7d\\\", \\\"gender\\\": 2, \\\"id\\\": 54728, \\\"name\\\": \\\"Brian Huskey\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 68, \\\"character\\\": \\\"Brittany\\\", \\\"credit_id\\\": \\\"56ca1476925141172f0085da\\\", \\\"gender\\\": 1, \\\"id\\\": 1498472, \\\"name\\\": \\\"Kira Sternbach\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 80, \\\"character\\\": \\\"Rep\\\", \\\"credit_id\\\": \\\"56ca1968c3a368408c009718\\\", \\\"gender\\\": 2, \\\"id\\\": 79082, \\\"name\\\": \\\"Randall Park\\\", \\\"order\\\": 18}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Sebastian Cremmington\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a235\\\", \\\"gender\\\": 2, \\\"id\\\": 543505, \\\"name\\\": \\\"Jake Johnson\\\", \\\"order\\\": 19}, {\\\"cast_id\\\": 71, \\\"character\\\": \\\"Thumbsucker\\\", \\\"credit_id\\\": \\\"56ca15de92514123b8001c84\\\", \\\"gender\\\": 2, \\\"id\\\": 1581100, \\\"name\\\": \\\"Steven Michael Eich\\\", \\\"order\\\": 20}, {\\\"cast_id\\\": 69, \\\"character\\\": \\\"Rival Frat Guy #1\\\", \\\"credit_id\\\": \\\"56ca14ee92514123f8001ab5\\\", \\\"gender\\\": 2, \\\"id\\\": 1037154, \\\"name\\\": \\\"Fahim Anwar\\\", \\\"order\\\": 21}, {\\\"cast_id\\\": 70, \\\"character\\\": \\\"Rival Frat Guy #2\\\", \\\"credit_id\\\": \\\"56ca15029251411ea80089e2\\\", \\\"gender\\\": 2, \\\"id\\\": 1581098, \\\"name\\\": \\\"Ori Kalmus\\\", \\\"order\\\": 22}, {\\\"cast_id\\\": 44, \\\"character\\\": \\\"Toga #1\\\", \\\"credit_id\\\": \\\"55b08b8cc3a3682d6300ade0\\\", \\\"gender\\\": 2, \\\"id\\\": 62861, \\\"name\\\": \\\"Andy Samberg\\\", \\\"order\\\": 23}, {\\\"cast_id\\\": 72, \\\"character\\\": \\\"Toga #2\\\", \\\"credit_id\\\": \\\"56ca15ffc3a3684095008dca\\\", \\\"gender\\\": 2, \\\"id\\\": 62854, \\\"name\\\": \\\"Akiva Schaffer\\\", \\\"order\\\": 24}, {\\\"cast_id\\\": 73, \\\"character\\\": \\\"Toga #3\\\", \\\"credit_id\\\": \\\"56ca161292514102ad003b8f\\\", \\\"gender\\\": 2, \\\"id\\\": 62863, \\\"name\\\": \\\"Jorma Taccone\\\", \\\"order\\\": 25}, {\\\"cast_id\\\": 74, \\\"character\\\": \\\"Beer Pong Guy #1\\\", \\\"credit_id\\\": \\\"56ca1667c3a3684097009945\\\", \\\"gender\\\": 2, \\\"id\\\": 212604, \\\"name\\\": \\\"Adam Devine\\\", \\\"order\\\": 26}, {\\\"cast_id\\\": 75, \\\"character\\\": \\\"Beer Pong Guy #2\\\", \\\"credit_id\\\": \\\"56ca168092514123b8001cbc\\\", \\\"gender\\\": 0, \\\"id\\\": 521564, \\\"name\\\": \\\"Blake Anderson\\\", \\\"order\\\": 27}, {\\\"cast_id\\\": 76, \\\"character\\\": \\\"Beer Pong Guy #3\\\", \\\"credit_id\\\": \\\"56ca1695c3a3684095008df6\\\", \\\"gender\\\": 2, \\\"id\\\": 521563, \\\"name\\\": \\\"Anders Holm\\\", \\\"order\\\": 28}, {\\\"cast_id\\\": 83, \\\"character\\\": \\\"Wendy the Realtor\\\", \\\"credit_id\\\": \\\"57d2e8ecc3a36842910013bd\\\", \\\"gender\\\": 1, \\\"id\\\": 448309, \\\"name\\\": \\\"Liz Cackowski\\\", \\\"order\\\": 29}, {\\\"cast_id\\\": 77, \\\"character\\\": \\\"Beer Pong Guy #4\\\", \\\"credit_id\\\": \\\"56ca16ad925141172f008677\\\", \\\"gender\\\": 0, \\\"id\\\": 1254001, \\\"name\\\": \\\"Kyle Newacheck\\\", \\\"order\\\": 30}, {\\\"cast_id\\\": 79, \\\"character\\\": \\\"The Babysitter\\\", \\\"credit_id\\\": \\\"56ca18f692514123b8001d81\\\", \\\"gender\\\": 2, \\\"id\\\": 168872, \\\"name\\\": \\\"Jesse Heiman\\\", \\\"order\\\": 31}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Sorority Girl\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a255\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 32}, {\\\"cast_id\\\": 41, \\\"character\\\": \\\"Prostitute\\\", \\\"credit_id\\\": \\\"542719230e0a2655660005f7\\\", \\\"gender\\\": 1, \\\"id\\\": 1214835, \\\"name\\\": \\\"Natasha Leggero\\\", \\\"order\\\": 33}, {\\\"cast_id\\\": 43, \\\"character\\\": \\\"Prostitute (uncredited)\\\", \\\"credit_id\\\": \\\"55143ac392514103e9003032\\\", \\\"gender\\\": 1, \\\"id\\\": 142402, \\\"name\\\": \\\"Maria Olsen\\\", \\\"order\\\": 34}, {\\\"cast_id\\\": 63, \\\"character\\\": \\\"JJ (uncredited)\\\", \\\"credit_id\\\": \\\"56c795ba925141723c000251\\\", \\\"gender\\\": 2, \\\"id\\\": 1398257, \\\"name\\\": \\\"Stephen Todt\\\", \\\"order\\\": 35}, {\\\"cast_id\\\": 78, \\\"character\\\": \\\"Birthday Party Jumper (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1882c3a3684089008d24\\\", \\\"gender\\\": 2, \\\"id\\\": 1413876, \\\"name\\\": \\\"Michael Angeloe\\\", \\\"order\\\": 36}, {\\\"cast_id\\\": 64, \\\"character\\\": \\\"Homeless Man (uncredited)\\\", \\\"credit_id\\\": \\\"56c8bdd1925141172f003b39\\\", \\\"gender\\\": 2, \\\"id\\\": 1580574, \\\"name\\\": \\\"Gary Sievers\\\", \\\"order\\\": 37}, {\\\"cast_id\\\": 81, \\\"character\\\": \\\"Gay Couple (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1af3c3a3684087008fa8\\\", \\\"gender\\\": 2, \\\"id\\\": 1581102, \\\"name\\\": \\\"Casey Ford Alexander\\\", \\\"order\\\": 38}, {\\\"cast_id\\\": 85, \\\"character\\\": \\\"Alecia (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9bb9251410d1b001237\\\", \\\"gender\\\": 1, \\\"id\\\": 1158832, \\\"name\\\": \\\"Chasty Ballesteros\\\", \\\"order\\\": 39}, {\\\"cast_id\\\": 84, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9a9c3a368427800121a\\\", \\\"gender\\\": 1, \\\"id\\\": 1676856, \\\"name\\\": \\\"Melanie Avalon\\\", \\\"order\\\": 40}, {\\\"cast_id\\\": 86, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea1d9251410d190012d9\\\", \\\"gender\\\": 1, \\\"id\\\": 1379512, \\\"name\\\": \\\"Marianne Bourg\\\", \\\"order\\\": 41}, {\\\"cast_id\\\": 87, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea8ec3a36842910014ce\\\", \\\"gender\\\": 1, \\\"id\\\": 1676864, \\\"name\\\": \\\"Erika Del Toro\\\", \\\"order\\\": 42}, {\\\"cast_id\\\": 88, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea9fc3a36842810015af\\\", \\\"gender\\\": 1, \\\"id\\\": 1676865, \\\"name\\\": \\\"Alanna Dergan\\\", \\\"order\\\": 43}, {\\\"cast_id\\\": 89, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb74c3a36842850015e3\\\", \\\"gender\\\": 1, \\\"id\\\": 1351205, \\\"name\\\": \\\"Elsi Eng\\\", \\\"order\\\": 44}, {\\\"cast_id\\\": 90, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb859251410d1b00130b\\\", \\\"gender\\\": 1, \\\"id\\\": 1676867, \\\"name\\\": \\\"Ayesha Fraser\\\", \\\"order\\\": 45}, {\\\"cast_id\\\": 91, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecb19251410d1e0014ba\\\", \\\"gender\\\": 1, \\\"id\\\": 1634314, \\\"name\\\": \\\"Courtney Hart\\\", \\\"order\\\": 46}, {\\\"cast_id\\\": 92, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecefc3a3684278001365\\\", \\\"gender\\\": 1, \\\"id\\\": 1198989, \\\"name\\\": \\\"Danika Galindo\\\", \\\"order\\\": 47}, {\\\"cast_id\\\": 93, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ed9fc3a36842850016eb\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 48}, {\\\"cast_id\\\": 94, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2edaf9251410d1e001529\\\", \\\"gender\\\": 1, \\\"id\\\": 1676871, \\\"name\\\": \\\"Valeria Sweet\\\", \\\"order\\\": 49}, {\\\"cast_id\\\": 95, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"596c870c9251416c38009cf6\\\", \\\"gender\\\": 1, \\\"id\\\": 592342, \\\"name\\\": \\\"Bridgetta Tomarchio\\\", \\\"order\\\": 50}]\",\n          \"[{\\\"cast_id\\\": 3, \\\"character\\\": \\\"Richard O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038407\\\", \\\"gender\\\": 2, \\\"id\\\": 18269, \\\"name\\\": \\\"Brendan Fraser\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Evelyn Carnahan O'Connell/Princess Nefertiri\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840b\\\", \\\"gender\\\": 1, \\\"id\\\": 3293, \\\"name\\\": \\\"Rachel Weisz\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Jonathan Carnahan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840f\\\", \\\"gender\\\": 2, \\\"id\\\": 10727, \\\"name\\\": \\\"John Hannah\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"High Priest Imhotep\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038413\\\", \\\"gender\\\": 2, \\\"id\\\": 16743, \\\"name\\\": \\\"Arnold Vosloo\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 7, \\\"character\\\": \\\"Ardeth Bay\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038417\\\", \\\"gender\\\": 2, \\\"id\\\": 18041, \\\"name\\\": \\\"Oded Fehr\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 8, \\\"character\\\": \\\"Mathayus the Scorpion King\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841b\\\", \\\"gender\\\": 2, \\\"id\\\": 18918, \\\"name\\\": \\\"Dwayne Johnson\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Alexander O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841f\\\", \\\"gender\\\": 2, \\\"id\\\": 18919, \\\"name\\\": \\\"Freddie Boath\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Meela Nais/Anck Su Namun\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038423\\\", \\\"gender\\\": 1, \\\"id\\\": 18920, \\\"name\\\": \\\"Patricia Vel\\\\u00e1squez\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Baltus Hafez\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844b\\\", \\\"gender\\\": 2, \\\"id\\\": 2629, \\\"name\\\": \\\"Alun Armstrong\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Lock-Nah\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844f\\\", \\\"gender\\\": 2, \\\"id\\\": 31164, \\\"name\\\": \\\"Adewale Akinnuoye-Agbaje\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Izzy Buttons\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038453\\\", \\\"gender\\\": 2, \\\"id\\\": 30316, \\\"name\\\": \\\"Shaun Parkes\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Red\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038457\\\", \\\"gender\\\": 0, \\\"id\\\": 25675, \\\"name\\\": \\\"Bruce Byron\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Jacques\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845b\\\", \\\"gender\\\": 0, \\\"id\\\": 1010264, \\\"name\\\": \\\"Joe Dixon\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 22, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845f\\\", \\\"gender\\\": 2, \\\"id\\\": 208211, \\\"name\\\": \\\"Thomas Fisher\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Pharaoh Seti I\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038463\\\", \\\"gender\\\": 2, \\\"id\\\": 25808, \\\"name\\\": \\\"Aharon Ipal\\\\u00e9\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Shafek\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038467\\\", \\\"gender\\\": 0, \\\"id\\\": 178631, \\\"name\\\": \\\"Quill Roberts\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Showgirl with Jonathan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846b\\\", \\\"gender\\\": 1, \\\"id\\\": 120886, \\\"name\\\": \\\"Donna Air\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 26, \\\"character\\\": \\\"Mountain of Flesh\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846f\\\", \\\"gender\\\": 0, \\\"id\\\": 1077874, \\\"name\\\": \\\"Trevor Lovell\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 30, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"536222b20e0a2649a900146a\\\", \\\"gender\\\": 0, \\\"id\\\": 27678, \\\"name\\\": \\\"Tom Fisher\\\", \\\"order\\\": 18}]\",\n          \"[{\\\"cast_id\\\": 13, \\\"character\\\": \\\"Major Alan 'Dutch' Schaeffer\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b53\\\", \\\"gender\\\": 2, \\\"id\\\": 1100, \\\"name\\\": \\\"Arnold Schwarzenegger\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Major George Dillon\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b57\\\", \\\"gender\\\": 0, \\\"id\\\": 1101, \\\"name\\\": \\\"Carl Weathers\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Anna\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5b\\\", \\\"gender\\\": 1, \\\"id\\\": 1102, \\\"name\\\": \\\"Elpidia Carrillo\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Sergeant 'Mac' Eliot\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5f\\\", \\\"gender\\\": 2, \\\"id\\\": 1103, \\\"name\\\": \\\"Bill Duke\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Blain\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b63\\\", \\\"gender\\\": 2, \\\"id\\\": 1104, \\\"name\\\": \\\"Jesse Ventura\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Billy\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b67\\\", \\\"gender\\\": 2, \\\"id\\\": 1105, \\\"name\\\": \\\"Sonny Landham\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Poncho Ramirez\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6b\\\", \\\"gender\\\": 2, \\\"id\\\": 1106, \\\"name\\\": \\\"Richard Chaves\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"General Phillips\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6f\\\", \\\"gender\\\": 2, \\\"id\\\": 1107, \\\"name\\\": \\\"R. G. Armstrong\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Hawkins\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b73\\\", \\\"gender\\\": 2, \\\"id\\\": 1108, \\\"name\\\": \\\"Shane Black\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Helicopter Pilot / Predator\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b7b\\\", \\\"gender\\\": 2, \\\"id\\\": 1109, \\\"name\\\": \\\"Kevin Peter Hall\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Russian Officer (uncredited)\\\", \\\"credit_id\\\": \\\"5742adfe9251416ce6002052\\\", \\\"gender\\\": 2, \\\"id\\\": 20761, \\\"name\\\": \\\"Sven-Ole Thorsen\\\", \\\"order\\\": 11}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4776,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"credit_id\\\": \\\"599048b2925141670b02c97f\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1416153, \\\"job\\\": \\\"Supervising Sound Editor\\\", \\\"name\\\": \\\"Donald Sylvester\\\"}, {\\\"credit_id\\\": \\\"59904ad6c3a36874b402a1cc\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1416167, \\\"job\\\": \\\"Visual Effects Producer\\\", \\\"name\\\": \\\"John Kilkenny\\\"}, {\\\"credit_id\\\": \\\"56ae7d849251416357002915\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 1424894, \\\"job\\\": \\\"Hairstylist\\\", \\\"name\\\": \\\"Camille Friend\\\"}, {\\\"credit_id\\\": \\\"599047ab925141674c02b48e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1425343, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Vanessa Lapato\\\"}, {\\\"credit_id\\\": \\\"59904951925141673902ae4e\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1442509, \\\"job\\\": \\\"Special Effects Coordinator\\\", \\\"name\\\": \\\"Alan E. Lorimer\\\"}, {\\\"credit_id\\\": \\\"59904427925141675902acc6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1451398, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Bryan McBrien\\\"}, {\\\"credit_id\\\": \\\"59904629c3a368744202b2d6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1453276, \\\"job\\\": \\\"Construction Coordinator\\\", \\\"name\\\": \\\"Butch West\\\"}, {\\\"credit_id\\\": \\\"599034bcc3a3687493027d17\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1454647, \\\"job\\\": \\\"Creator\\\", \\\"name\\\": \\\"Hugh Lofting\\\"}, {\\\"credit_id\\\": \\\"58dd11f1c3a36822ae00bc75\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 1, \\\"id\\\": 1457729, \\\"job\\\": \\\"Script Supervisor\\\", \\\"name\\\": \\\"Nancy Karlin\\\"}, {\\\"credit_id\\\": \\\"59904a8d925141675f02b6d8\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1496418, \\\"job\\\": \\\"Visual Effects Coordinator\\\", \\\"name\\\": \\\"Mitchell Ferm\\\"}, {\\\"credit_id\\\": \\\"599050e6925141674c02beef\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1550058, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Jim Harrison\\\"}, {\\\"credit_id\\\": \\\"58dd11b0c3a368223e00b7db\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1585159, \\\"job\\\": \\\"Location Scout\\\", \\\"name\\\": \\\"Jasan Sherman\\\"}, {\\\"credit_id\\\": \\\"5990453a925141673902a8ec\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1586888, \\\"job\\\": \\\"Sculptor\\\", \\\"name\\\": \\\"Thomas Meikle\\\"}, {\\\"credit_id\\\": \\\"5990506dc3a368747302c6e3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1587383, \\\"job\\\": \\\"Music Supervisor\\\", \\\"name\\\": \\\"Spring Aspers\\\"}, {\\\"credit_id\\\": \\\"59904fbb925141672302c9ed\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1610228, \\\"job\\\": \\\"Key Costumer\\\", \\\"name\\\": \\\"Craig Anthony\\\"}, {\\\"credit_id\\\": \\\"599047e3925141674c02b4cf\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1737829, \\\"job\\\": \\\"Boom Operator\\\", \\\"name\\\": \\\"Harrison D. Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"52fe45589251416c9102f1af\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 5281, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Spike Lee\\\"}, {\\\"credit_id\\\": \\\"578525bd92514137c20047ee\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 1, \\\"id\\\": 13602, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Joie Lee\\\"}, {\\\"credit_id\\\": \\\"52fe45589251416c9102f1b5\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 13603, \\\"job\\\": \\\"Writer\\\", \\\"name\\\": \\\"Cinqu\\\\u00e9 Lee\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies=movies[['movie_id','title','overview','genres','keywords','cast','crew']]\n"
      ],
      "metadata": {
        "id": "NkQlA1Y6H8Rd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YiTeFuzkJJ46",
        "outputId": "ace82745-42a6-45b7-a722-793ae0e7f269"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 4809 entries, 0 to 4808\n",
            "Data columns (total 7 columns):\n",
            " #   Column    Non-Null Count  Dtype \n",
            "---  ------    --------------  ----- \n",
            " 0   movie_id  4809 non-null   int64 \n",
            " 1   title     4809 non-null   object\n",
            " 2   overview  4806 non-null   object\n",
            " 3   genres    4809 non-null   object\n",
            " 4   keywords  4809 non-null   object\n",
            " 5   cast      4809 non-null   object\n",
            " 6   crew      4809 non-null   object\n",
            "dtypes: int64(1), object(6)\n",
            "memory usage: 263.1+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lJgEZQkLJOpx",
        "outputId": "180680c0-b583-4cac-9c94-647151340294"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "movie_id    0\n",
              "title       0\n",
              "overview    3\n",
              "genres      0\n",
              "keywords    0\n",
              "cast        0\n",
              "crew        0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.dropna(inplace=True)"
      ],
      "metadata": {
        "id": "ZehJkGX0JUgZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.duplicated().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wVIF2DhhJY7R",
        "outputId": "2855def1-3b44-453e-b8f0-3b7eab0584d4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.dropna()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 771
        },
        "id": "PDRf7SQGJclp",
        "outputId": "3a1f8406-69c8-44dc-fe61-29701274fbf5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      movie_id                                     title  \\\n",
              "0        19995                                    Avatar   \n",
              "1          285  Pirates of the Caribbean: At World's End   \n",
              "2       206647                                   Spectre   \n",
              "3        49026                     The Dark Knight Rises   \n",
              "4        49529                               John Carter   \n",
              "...        ...                                       ...   \n",
              "4804      9367                               El Mariachi   \n",
              "4805     72766                                 Newlyweds   \n",
              "4806    231617                 Signed, Sealed, Delivered   \n",
              "4807    126186                          Shanghai Calling   \n",
              "4808     25975                         My Date with Drew   \n",
              "\n",
              "                                               overview  \\\n",
              "0     In the 22nd century, a paraplegic Marine is di...   \n",
              "1     Captain Barbossa, long believed to be dead, ha...   \n",
              "2     A cryptic message from Bond’s past sends him o...   \n",
              "3     Following the death of District Attorney Harve...   \n",
              "4     John Carter is a war-weary, former military ca...   \n",
              "...                                                 ...   \n",
              "4804  El Mariachi just wants to play his guitar and ...   \n",
              "4805  A newlywed couple's honeymoon is upended by th...   \n",
              "4806  \"Signed, Sealed, Delivered\" introduces a dedic...   \n",
              "4807  When ambitious New York attorney Sam is sent t...   \n",
              "4808  Ever since the second grade when he first saw ...   \n",
              "\n",
              "                                                 genres  \\\n",
              "0     [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1     [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2     [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "3     [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4     [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "...                                                 ...   \n",
              "4804  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4805  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
              "4806  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   \n",
              "4807                                                 []   \n",
              "4808                [{\"id\": 99, \"name\": \"Documentary\"}]   \n",
              "\n",
              "                                               keywords  \\\n",
              "0     [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
              "1     [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
              "2     [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
              "3     [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
              "4     [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
              "...                                                 ...   \n",
              "4804  [{\"id\": 5616, \"name\": \"united states\\u2013mexi...   \n",
              "4805                                                 []   \n",
              "4806  [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...   \n",
              "4807                                                 []   \n",
              "4808  [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...   \n",
              "\n",
              "                                                   cast  \\\n",
              "0     [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "1     [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
              "2     [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
              "3     [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
              "4     [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
              "...                                                 ...   \n",
              "4804  [{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...   \n",
              "4805  [{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...   \n",
              "4806  [{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...   \n",
              "4807  [{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...   \n",
              "4808  [{\"cast_id\": 3, \"character\": \"Herself\", \"credi...   \n",
              "\n",
              "                                                   crew  \n",
              "0     [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
              "1     [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
              "2     [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
              "3     [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
              "4     [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  \n",
              "...                                                 ...  \n",
              "4804  [{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...  \n",
              "4805  [{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...  \n",
              "4806  [{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...  \n",
              "4807  [{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...  \n",
              "4808  [{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...  \n",
              "\n",
              "[4806 rows x 7 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-0618db62-700f-4e87-bdb4-9921ce367d19\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
              "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
              "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
              "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4804</th>\n",
              "      <td>9367</td>\n",
              "      <td>El Mariachi</td>\n",
              "      <td>El Mariachi just wants to play his guitar and ...</td>\n",
              "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
              "      <td>[{\"id\": 5616, \"name\": \"united states\\u2013mexi...</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4805</th>\n",
              "      <td>72766</td>\n",
              "      <td>Newlyweds</td>\n",
              "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
              "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
              "      <td>[]</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...</td>\n",
              "      <td>[{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4806</th>\n",
              "      <td>231617</td>\n",
              "      <td>Signed, Sealed, Delivered</td>\n",
              "      <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
              "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
              "      <td>[{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...</td>\n",
              "      <td>[{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4807</th>\n",
              "      <td>126186</td>\n",
              "      <td>Shanghai Calling</td>\n",
              "      <td>When ambitious New York attorney Sam is sent t...</td>\n",
              "      <td>[]</td>\n",
              "      <td>[]</td>\n",
              "      <td>[{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4808</th>\n",
              "      <td>25975</td>\n",
              "      <td>My Date with Drew</td>\n",
              "      <td>Ever since the second grade when he first saw ...</td>\n",
              "      <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
              "      <td>[{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...</td>\n",
              "      <td>[{\"cast_id\": 3, \"character\": \"Herself\", \"credi...</td>\n",
              "      <td>[{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4806 rows × 7 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0618db62-700f-4e87-bdb4-9921ce367d19')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-0618db62-700f-4e87-bdb4-9921ce367d19 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-0618db62-700f-4e87-bdb4-9921ce367d19');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-ac8ed7af-9909-4e29-afea-8d8a8487b8a1\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ac8ed7af-9909-4e29-afea-8d8a8487b8a1')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-ac8ed7af-9909-4e29-afea-8d8a8487b8a1 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1175,\n        \"samples\": [\n          \"[{\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}, {\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 53, \\\"name\\\": \\\"Thriller\\\"}, {\\\"id\\\": 10749, \\\"name\\\": \\\"Romance\\\"}]\",\n          \"[{\\\"id\\\": 28, \\\"name\\\": \\\"Action\\\"}, {\\\"id\\\": 35, \\\"name\\\": \\\"Comedy\\\"}, {\\\"id\\\": 80, \\\"name\\\": \\\"Crime\\\"}, {\\\"id\\\": 18, \\\"name\\\": \\\"Drama\\\"}]\",\n          \"[{\\\"id\\\": 12, \\\"name\\\": \\\"Adventure\\\"}, {\\\"id\\\": 16, \\\"name\\\": \\\"Animation\\\"}, {\\\"id\\\": 10751, \\\"name\\\": \\\"Family\\\"}, {\\\"id\\\": 14, \\\"name\\\": \\\"Fantasy\\\"}, {\\\"id\\\": 878, \\\"name\\\": \\\"Science Fiction\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4220,\n        \"samples\": [\n          \"[{\\\"id\\\": 387, \\\"name\\\": \\\"california\\\"}, {\\\"id\\\": 2702, \\\"name\\\": \\\"golf\\\"}, {\\\"id\\\": 3089, \\\"name\\\": \\\"oscar award\\\"}, {\\\"id\\\": 6563, \\\"name\\\": \\\"wine\\\"}, {\\\"id\\\": 8070, \\\"name\\\": \\\"stag night\\\"}, {\\\"id\\\": 10776, \\\"name\\\": \\\"marijuana\\\"}, {\\\"id\\\": 13028, \\\"name\\\": \\\"writer\\\"}]\",\n          \"[{\\\"id\\\": 3036, \\\"name\\\": \\\"bible\\\"}, {\\\"id\\\": 9649, \\\"name\\\": \\\"god\\\"}, {\\\"id\\\": 195790, \\\"name\\\": \\\"noah\\\"}, {\\\"id\\\": 209714, \\\"name\\\": \\\"3d\\\"}]\",\n          \"[{\\\"id\\\": 305, \\\"name\\\": \\\"moon\\\"}, {\\\"id\\\": 345, \\\"name\\\": \\\"monk\\\"}, {\\\"id\\\": 1400, \\\"name\\\": \\\"swordplay\\\"}, {\\\"id\\\": 2637, \\\"name\\\": \\\"bishop\\\"}, {\\\"id\\\": 2638, \\\"name\\\": \\\"cathedral\\\"}, {\\\"id\\\": 2639, \\\"name\\\": \\\"falcon\\\"}, {\\\"id\\\": 2640, \\\"name\\\": \\\"twilight\\\"}, {\\\"id\\\": 2642, \\\"name\\\": \\\"solar eclipse\\\"}, {\\\"id\\\": 9727, \\\"name\\\": \\\"thief\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4759,\n        \"samples\": [\n          \"[{\\\"cast_id\\\": 1, \\\"character\\\": \\\"Mac Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20b\\\", \\\"gender\\\": 2, \\\"id\\\": 19274, \\\"name\\\": \\\"Seth Rogen\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 3, \\\"character\\\": \\\"Teddy Sanders\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a213\\\", \\\"gender\\\": 2, \\\"id\\\": 29222, \\\"name\\\": \\\"Zac Efron\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 2, \\\"character\\\": \\\"Kelly Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20f\\\", \\\"gender\\\": 1, \\\"id\\\": 9827, \\\"name\\\": \\\"Rose Byrne\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Pete Regazolli\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a217\\\", \\\"gender\\\": 2, \\\"id\\\": 54697, \\\"name\\\": \\\"Dave Franco\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Jimmy Blevins\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a245\\\", \\\"gender\\\": 2, \\\"id\\\": 198150, \\\"name\\\": \\\"Ike Barinholtz\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Scoonie Schofield\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a21b\\\", \\\"gender\\\": 2, \\\"id\\\": 54691, \\\"name\\\": \\\"Christopher Mintz-Plasse\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 11, \\\"character\\\": \\\"Paula Faldt\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a239\\\", \\\"gender\\\": 1, \\\"id\\\": 54708, \\\"name\\\": \\\"Carla Gallo\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Brooke Shy\\\", \\\"credit_id\\\": \\\"5326a290c3a3683dbf003e48\\\", \\\"gender\\\": 1, \\\"id\\\": 934243, \\\"name\\\": \\\"Halston Sage\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Assjuice\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a249\\\", \\\"gender\\\": 2, \\\"id\\\": 104561, \\\"name\\\": \\\"Craig Roberts\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Officer Watkins\\\", \\\"credit_id\\\": \\\"5326a2b3c3a3682378003f42\\\", \\\"gender\\\": 0, \\\"id\\\": 500427, \\\"name\\\": \\\"Hannibal Buress\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Carol Gladstone\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a231\\\", \\\"gender\\\": 1, \\\"id\\\": 14406, \\\"name\\\": \\\"Lisa Kudrow\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Dr. Theodorakis\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a24d\\\", \\\"gender\\\": 0, \\\"id\\\": 111683, \\\"name\\\": \\\"Jason Mantzoukas\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 42, \\\"character\\\": \\\"Garf\\\", \\\"credit_id\\\": \\\"54cf6fef92514147570082cf\\\", \\\"gender\\\": 2, \\\"id\\\": 1400880, \\\"name\\\": \\\"Jerrod Carmichael\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 40, \\\"character\\\": \\\"Whitney\\\", \\\"credit_id\\\": \\\"53fd31e7c3a3684c8c0004da\\\", \\\"gender\\\": 1, \\\"id\\\": 496731, \\\"name\\\": \\\"Ali Cobrin\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 65, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca131e92514102ad003abd\\\", \\\"gender\\\": 1, \\\"id\\\": 1581096, \\\"name\\\": \\\"Elise Vargas\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 66, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca133c92514123f8001a49\\\", \\\"gender\\\": 1, \\\"id\\\": 1581097, \\\"name\\\": \\\"Zoey Vargas\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 67, \\\"character\\\": \\\"Bill Wazowkowski\\\", \\\"credit_id\\\": \\\"56ca13d692514130a9001a7d\\\", \\\"gender\\\": 2, \\\"id\\\": 54728, \\\"name\\\": \\\"Brian Huskey\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 68, \\\"character\\\": \\\"Brittany\\\", \\\"credit_id\\\": \\\"56ca1476925141172f0085da\\\", \\\"gender\\\": 1, \\\"id\\\": 1498472, \\\"name\\\": \\\"Kira Sternbach\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 80, \\\"character\\\": \\\"Rep\\\", \\\"credit_id\\\": \\\"56ca1968c3a368408c009718\\\", \\\"gender\\\": 2, \\\"id\\\": 79082, \\\"name\\\": \\\"Randall Park\\\", \\\"order\\\": 18}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Sebastian Cremmington\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a235\\\", \\\"gender\\\": 2, \\\"id\\\": 543505, \\\"name\\\": \\\"Jake Johnson\\\", \\\"order\\\": 19}, {\\\"cast_id\\\": 71, \\\"character\\\": \\\"Thumbsucker\\\", \\\"credit_id\\\": \\\"56ca15de92514123b8001c84\\\", \\\"gender\\\": 2, \\\"id\\\": 1581100, \\\"name\\\": \\\"Steven Michael Eich\\\", \\\"order\\\": 20}, {\\\"cast_id\\\": 69, \\\"character\\\": \\\"Rival Frat Guy #1\\\", \\\"credit_id\\\": \\\"56ca14ee92514123f8001ab5\\\", \\\"gender\\\": 2, \\\"id\\\": 1037154, \\\"name\\\": \\\"Fahim Anwar\\\", \\\"order\\\": 21}, {\\\"cast_id\\\": 70, \\\"character\\\": \\\"Rival Frat Guy #2\\\", \\\"credit_id\\\": \\\"56ca15029251411ea80089e2\\\", \\\"gender\\\": 2, \\\"id\\\": 1581098, \\\"name\\\": \\\"Ori Kalmus\\\", \\\"order\\\": 22}, {\\\"cast_id\\\": 44, \\\"character\\\": \\\"Toga #1\\\", \\\"credit_id\\\": \\\"55b08b8cc3a3682d6300ade0\\\", \\\"gender\\\": 2, \\\"id\\\": 62861, \\\"name\\\": \\\"Andy Samberg\\\", \\\"order\\\": 23}, {\\\"cast_id\\\": 72, \\\"character\\\": \\\"Toga #2\\\", \\\"credit_id\\\": \\\"56ca15ffc3a3684095008dca\\\", \\\"gender\\\": 2, \\\"id\\\": 62854, \\\"name\\\": \\\"Akiva Schaffer\\\", \\\"order\\\": 24}, {\\\"cast_id\\\": 73, \\\"character\\\": \\\"Toga #3\\\", \\\"credit_id\\\": \\\"56ca161292514102ad003b8f\\\", \\\"gender\\\": 2, \\\"id\\\": 62863, \\\"name\\\": \\\"Jorma Taccone\\\", \\\"order\\\": 25}, {\\\"cast_id\\\": 74, \\\"character\\\": \\\"Beer Pong Guy #1\\\", \\\"credit_id\\\": \\\"56ca1667c3a3684097009945\\\", \\\"gender\\\": 2, \\\"id\\\": 212604, \\\"name\\\": \\\"Adam Devine\\\", \\\"order\\\": 26}, {\\\"cast_id\\\": 75, \\\"character\\\": \\\"Beer Pong Guy #2\\\", \\\"credit_id\\\": \\\"56ca168092514123b8001cbc\\\", \\\"gender\\\": 0, \\\"id\\\": 521564, \\\"name\\\": \\\"Blake Anderson\\\", \\\"order\\\": 27}, {\\\"cast_id\\\": 76, \\\"character\\\": \\\"Beer Pong Guy #3\\\", \\\"credit_id\\\": \\\"56ca1695c3a3684095008df6\\\", \\\"gender\\\": 2, \\\"id\\\": 521563, \\\"name\\\": \\\"Anders Holm\\\", \\\"order\\\": 28}, {\\\"cast_id\\\": 83, \\\"character\\\": \\\"Wendy the Realtor\\\", \\\"credit_id\\\": \\\"57d2e8ecc3a36842910013bd\\\", \\\"gender\\\": 1, \\\"id\\\": 448309, \\\"name\\\": \\\"Liz Cackowski\\\", \\\"order\\\": 29}, {\\\"cast_id\\\": 77, \\\"character\\\": \\\"Beer Pong Guy #4\\\", \\\"credit_id\\\": \\\"56ca16ad925141172f008677\\\", \\\"gender\\\": 0, \\\"id\\\": 1254001, \\\"name\\\": \\\"Kyle Newacheck\\\", \\\"order\\\": 30}, {\\\"cast_id\\\": 79, \\\"character\\\": \\\"The Babysitter\\\", \\\"credit_id\\\": \\\"56ca18f692514123b8001d81\\\", \\\"gender\\\": 2, \\\"id\\\": 168872, \\\"name\\\": \\\"Jesse Heiman\\\", \\\"order\\\": 31}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Sorority Girl\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a255\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 32}, {\\\"cast_id\\\": 41, \\\"character\\\": \\\"Prostitute\\\", \\\"credit_id\\\": \\\"542719230e0a2655660005f7\\\", \\\"gender\\\": 1, \\\"id\\\": 1214835, \\\"name\\\": \\\"Natasha Leggero\\\", \\\"order\\\": 33}, {\\\"cast_id\\\": 43, \\\"character\\\": \\\"Prostitute (uncredited)\\\", \\\"credit_id\\\": \\\"55143ac392514103e9003032\\\", \\\"gender\\\": 1, \\\"id\\\": 142402, \\\"name\\\": \\\"Maria Olsen\\\", \\\"order\\\": 34}, {\\\"cast_id\\\": 63, \\\"character\\\": \\\"JJ (uncredited)\\\", \\\"credit_id\\\": \\\"56c795ba925141723c000251\\\", \\\"gender\\\": 2, \\\"id\\\": 1398257, \\\"name\\\": \\\"Stephen Todt\\\", \\\"order\\\": 35}, {\\\"cast_id\\\": 78, \\\"character\\\": \\\"Birthday Party Jumper (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1882c3a3684089008d24\\\", \\\"gender\\\": 2, \\\"id\\\": 1413876, \\\"name\\\": \\\"Michael Angeloe\\\", \\\"order\\\": 36}, {\\\"cast_id\\\": 64, \\\"character\\\": \\\"Homeless Man (uncredited)\\\", \\\"credit_id\\\": \\\"56c8bdd1925141172f003b39\\\", \\\"gender\\\": 2, \\\"id\\\": 1580574, \\\"name\\\": \\\"Gary Sievers\\\", \\\"order\\\": 37}, {\\\"cast_id\\\": 81, \\\"character\\\": \\\"Gay Couple (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1af3c3a3684087008fa8\\\", \\\"gender\\\": 2, \\\"id\\\": 1581102, \\\"name\\\": \\\"Casey Ford Alexander\\\", \\\"order\\\": 38}, {\\\"cast_id\\\": 85, \\\"character\\\": \\\"Alecia (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9bb9251410d1b001237\\\", \\\"gender\\\": 1, \\\"id\\\": 1158832, \\\"name\\\": \\\"Chasty Ballesteros\\\", \\\"order\\\": 39}, {\\\"cast_id\\\": 84, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9a9c3a368427800121a\\\", \\\"gender\\\": 1, \\\"id\\\": 1676856, \\\"name\\\": \\\"Melanie Avalon\\\", \\\"order\\\": 40}, {\\\"cast_id\\\": 86, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea1d9251410d190012d9\\\", \\\"gender\\\": 1, \\\"id\\\": 1379512, \\\"name\\\": \\\"Marianne Bourg\\\", \\\"order\\\": 41}, {\\\"cast_id\\\": 87, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea8ec3a36842910014ce\\\", \\\"gender\\\": 1, \\\"id\\\": 1676864, \\\"name\\\": \\\"Erika Del Toro\\\", \\\"order\\\": 42}, {\\\"cast_id\\\": 88, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea9fc3a36842810015af\\\", \\\"gender\\\": 1, \\\"id\\\": 1676865, \\\"name\\\": \\\"Alanna Dergan\\\", \\\"order\\\": 43}, {\\\"cast_id\\\": 89, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb74c3a36842850015e3\\\", \\\"gender\\\": 1, \\\"id\\\": 1351205, \\\"name\\\": \\\"Elsi Eng\\\", \\\"order\\\": 44}, {\\\"cast_id\\\": 90, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb859251410d1b00130b\\\", \\\"gender\\\": 1, \\\"id\\\": 1676867, \\\"name\\\": \\\"Ayesha Fraser\\\", \\\"order\\\": 45}, {\\\"cast_id\\\": 91, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecb19251410d1e0014ba\\\", \\\"gender\\\": 1, \\\"id\\\": 1634314, \\\"name\\\": \\\"Courtney Hart\\\", \\\"order\\\": 46}, {\\\"cast_id\\\": 92, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecefc3a3684278001365\\\", \\\"gender\\\": 1, \\\"id\\\": 1198989, \\\"name\\\": \\\"Danika Galindo\\\", \\\"order\\\": 47}, {\\\"cast_id\\\": 93, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ed9fc3a36842850016eb\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 48}, {\\\"cast_id\\\": 94, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2edaf9251410d1e001529\\\", \\\"gender\\\": 1, \\\"id\\\": 1676871, \\\"name\\\": \\\"Valeria Sweet\\\", \\\"order\\\": 49}, {\\\"cast_id\\\": 95, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"596c870c9251416c38009cf6\\\", \\\"gender\\\": 1, \\\"id\\\": 592342, \\\"name\\\": \\\"Bridgetta Tomarchio\\\", \\\"order\\\": 50}]\",\n          \"[{\\\"cast_id\\\": 3, \\\"character\\\": \\\"Richard O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038407\\\", \\\"gender\\\": 2, \\\"id\\\": 18269, \\\"name\\\": \\\"Brendan Fraser\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Evelyn Carnahan O'Connell/Princess Nefertiri\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840b\\\", \\\"gender\\\": 1, \\\"id\\\": 3293, \\\"name\\\": \\\"Rachel Weisz\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Jonathan Carnahan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840f\\\", \\\"gender\\\": 2, \\\"id\\\": 10727, \\\"name\\\": \\\"John Hannah\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"High Priest Imhotep\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038413\\\", \\\"gender\\\": 2, \\\"id\\\": 16743, \\\"name\\\": \\\"Arnold Vosloo\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 7, \\\"character\\\": \\\"Ardeth Bay\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038417\\\", \\\"gender\\\": 2, \\\"id\\\": 18041, \\\"name\\\": \\\"Oded Fehr\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 8, \\\"character\\\": \\\"Mathayus the Scorpion King\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841b\\\", \\\"gender\\\": 2, \\\"id\\\": 18918, \\\"name\\\": \\\"Dwayne Johnson\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Alexander O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841f\\\", \\\"gender\\\": 2, \\\"id\\\": 18919, \\\"name\\\": \\\"Freddie Boath\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Meela Nais/Anck Su Namun\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038423\\\", \\\"gender\\\": 1, \\\"id\\\": 18920, \\\"name\\\": \\\"Patricia Vel\\\\u00e1squez\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Baltus Hafez\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844b\\\", \\\"gender\\\": 2, \\\"id\\\": 2629, \\\"name\\\": \\\"Alun Armstrong\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Lock-Nah\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844f\\\", \\\"gender\\\": 2, \\\"id\\\": 31164, \\\"name\\\": \\\"Adewale Akinnuoye-Agbaje\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Izzy Buttons\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038453\\\", \\\"gender\\\": 2, \\\"id\\\": 30316, \\\"name\\\": \\\"Shaun Parkes\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Red\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038457\\\", \\\"gender\\\": 0, \\\"id\\\": 25675, \\\"name\\\": \\\"Bruce Byron\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Jacques\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845b\\\", \\\"gender\\\": 0, \\\"id\\\": 1010264, \\\"name\\\": \\\"Joe Dixon\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 22, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845f\\\", \\\"gender\\\": 2, \\\"id\\\": 208211, \\\"name\\\": \\\"Thomas Fisher\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Pharaoh Seti I\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038463\\\", \\\"gender\\\": 2, \\\"id\\\": 25808, \\\"name\\\": \\\"Aharon Ipal\\\\u00e9\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Shafek\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038467\\\", \\\"gender\\\": 0, \\\"id\\\": 178631, \\\"name\\\": \\\"Quill Roberts\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Showgirl with Jonathan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846b\\\", \\\"gender\\\": 1, \\\"id\\\": 120886, \\\"name\\\": \\\"Donna Air\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 26, \\\"character\\\": \\\"Mountain of Flesh\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846f\\\", \\\"gender\\\": 0, \\\"id\\\": 1077874, \\\"name\\\": \\\"Trevor Lovell\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 30, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"536222b20e0a2649a900146a\\\", \\\"gender\\\": 0, \\\"id\\\": 27678, \\\"name\\\": \\\"Tom Fisher\\\", \\\"order\\\": 18}]\",\n          \"[{\\\"cast_id\\\": 13, \\\"character\\\": \\\"Major Alan 'Dutch' Schaeffer\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b53\\\", \\\"gender\\\": 2, \\\"id\\\": 1100, \\\"name\\\": \\\"Arnold Schwarzenegger\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Major George Dillon\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b57\\\", \\\"gender\\\": 0, \\\"id\\\": 1101, \\\"name\\\": \\\"Carl Weathers\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Anna\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5b\\\", \\\"gender\\\": 1, \\\"id\\\": 1102, \\\"name\\\": \\\"Elpidia Carrillo\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Sergeant 'Mac' Eliot\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5f\\\", \\\"gender\\\": 2, \\\"id\\\": 1103, \\\"name\\\": \\\"Bill Duke\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Blain\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b63\\\", \\\"gender\\\": 2, \\\"id\\\": 1104, \\\"name\\\": \\\"Jesse Ventura\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Billy\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b67\\\", \\\"gender\\\": 2, \\\"id\\\": 1105, \\\"name\\\": \\\"Sonny Landham\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Poncho Ramirez\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6b\\\", \\\"gender\\\": 2, \\\"id\\\": 1106, \\\"name\\\": \\\"Richard Chaves\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"General Phillips\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6f\\\", \\\"gender\\\": 2, \\\"id\\\": 1107, \\\"name\\\": \\\"R. G. Armstrong\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Hawkins\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b73\\\", \\\"gender\\\": 2, \\\"id\\\": 1108, \\\"name\\\": \\\"Shane Black\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Helicopter Pilot / Predator\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b7b\\\", \\\"gender\\\": 2, \\\"id\\\": 1109, \\\"name\\\": \\\"Kevin Peter Hall\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Russian Officer (uncredited)\\\", \\\"credit_id\\\": \\\"5742adfe9251416ce6002052\\\", \\\"gender\\\": 2, \\\"id\\\": 20761, \\\"name\\\": \\\"Sven-Ole Thorsen\\\", \\\"order\\\": 11}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4773,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"credit_id\\\": \\\"599048b2925141670b02c97f\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1416153, \\\"job\\\": \\\"Supervising Sound Editor\\\", \\\"name\\\": \\\"Donald Sylvester\\\"}, {\\\"credit_id\\\": \\\"59904ad6c3a36874b402a1cc\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1416167, \\\"job\\\": \\\"Visual Effects Producer\\\", \\\"name\\\": \\\"John Kilkenny\\\"}, {\\\"credit_id\\\": \\\"56ae7d849251416357002915\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 1424894, \\\"job\\\": \\\"Hairstylist\\\", \\\"name\\\": \\\"Camille Friend\\\"}, {\\\"credit_id\\\": \\\"599047ab925141674c02b48e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1425343, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Vanessa Lapato\\\"}, {\\\"credit_id\\\": \\\"59904951925141673902ae4e\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1442509, \\\"job\\\": \\\"Special Effects Coordinator\\\", \\\"name\\\": \\\"Alan E. Lorimer\\\"}, {\\\"credit_id\\\": \\\"59904427925141675902acc6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1451398, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Bryan McBrien\\\"}, {\\\"credit_id\\\": \\\"59904629c3a368744202b2d6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1453276, \\\"job\\\": \\\"Construction Coordinator\\\", \\\"name\\\": \\\"Butch West\\\"}, {\\\"credit_id\\\": \\\"599034bcc3a3687493027d17\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1454647, \\\"job\\\": \\\"Creator\\\", \\\"name\\\": \\\"Hugh Lofting\\\"}, {\\\"credit_id\\\": \\\"58dd11f1c3a36822ae00bc75\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 1, \\\"id\\\": 1457729, \\\"job\\\": \\\"Script Supervisor\\\", \\\"name\\\": \\\"Nancy Karlin\\\"}, {\\\"credit_id\\\": \\\"59904a8d925141675f02b6d8\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1496418, \\\"job\\\": \\\"Visual Effects Coordinator\\\", \\\"name\\\": \\\"Mitchell Ferm\\\"}, {\\\"credit_id\\\": \\\"599050e6925141674c02beef\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1550058, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Jim Harrison\\\"}, {\\\"credit_id\\\": \\\"58dd11b0c3a368223e00b7db\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1585159, \\\"job\\\": \\\"Location Scout\\\", \\\"name\\\": \\\"Jasan Sherman\\\"}, {\\\"credit_id\\\": \\\"5990453a925141673902a8ec\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1586888, \\\"job\\\": \\\"Sculptor\\\", \\\"name\\\": \\\"Thomas Meikle\\\"}, {\\\"credit_id\\\": \\\"5990506dc3a368747302c6e3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1587383, \\\"job\\\": \\\"Music Supervisor\\\", \\\"name\\\": \\\"Spring Aspers\\\"}, {\\\"credit_id\\\": \\\"59904fbb925141672302c9ed\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1610228, \\\"job\\\": \\\"Key Costumer\\\", \\\"name\\\": \\\"Craig Anthony\\\"}, {\\\"credit_id\\\": \\\"599047e3925141674c02b4cf\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1737829, \\\"job\\\": \\\"Boom Operator\\\", \\\"name\\\": \\\"Harrison D. Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"535c348b0e0a264fe1001e9f\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 1314011, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Nathan Smith Jones\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.iloc[0].genres"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "_yFRY0EpJjzU",
        "outputId": "1eeb1356-6900-4657-a907-79bd3db532c4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def convert(obj):\n",
        "    L = []\n",
        "    for i in ast.literal_eval(obj):\n",
        "        L.append(i['name'])\n",
        "    return L"
      ],
      "metadata": {
        "id": "KXuXnTT7JvfY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['genres'].apply(convert)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AGLAv5fFJzFp",
        "outputId": "a171b75e-65aa-4330-db52-e0ed22601701"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       [Action, Adventure, Fantasy, Science Fiction]\n",
              "1                        [Adventure, Fantasy, Action]\n",
              "2                          [Action, Adventure, Crime]\n",
              "3                    [Action, Crime, Drama, Thriller]\n",
              "4                [Action, Adventure, Science Fiction]\n",
              "                            ...                      \n",
              "4804                        [Action, Crime, Thriller]\n",
              "4805                                [Comedy, Romance]\n",
              "4806               [Comedy, Drama, Romance, TV Movie]\n",
              "4807                                               []\n",
              "4808                                    [Documentary]\n",
              "Name: genres, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['genres'] = movies['genres'].apply(convert)"
      ],
      "metadata": {
        "id": "Oe4xbBlTJ1bL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 98
        },
        "id": "zNQPG1zyJ6o7",
        "outputId": "a22df090-c4a3-4678-c57b-c249224d0c67"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                           overview  \\\n",
              "0     19995  Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
              "\n",
              "                                                cast  \\\n",
              "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-fc311357-9934-44ce-a239-28c9be02fda0\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fc311357-9934-44ce-a239-28c9be02fda0')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-fc311357-9934-44ce-a239-28c9be02fda0 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-fc311357-9934-44ce-a239-28c9be02fda0');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4220,\n        \"samples\": [\n          \"[{\\\"id\\\": 387, \\\"name\\\": \\\"california\\\"}, {\\\"id\\\": 2702, \\\"name\\\": \\\"golf\\\"}, {\\\"id\\\": 3089, \\\"name\\\": \\\"oscar award\\\"}, {\\\"id\\\": 6563, \\\"name\\\": \\\"wine\\\"}, {\\\"id\\\": 8070, \\\"name\\\": \\\"stag night\\\"}, {\\\"id\\\": 10776, \\\"name\\\": \\\"marijuana\\\"}, {\\\"id\\\": 13028, \\\"name\\\": \\\"writer\\\"}]\",\n          \"[{\\\"id\\\": 3036, \\\"name\\\": \\\"bible\\\"}, {\\\"id\\\": 9649, \\\"name\\\": \\\"god\\\"}, {\\\"id\\\": 195790, \\\"name\\\": \\\"noah\\\"}, {\\\"id\\\": 209714, \\\"name\\\": \\\"3d\\\"}]\",\n          \"[{\\\"id\\\": 305, \\\"name\\\": \\\"moon\\\"}, {\\\"id\\\": 345, \\\"name\\\": \\\"monk\\\"}, {\\\"id\\\": 1400, \\\"name\\\": \\\"swordplay\\\"}, {\\\"id\\\": 2637, \\\"name\\\": \\\"bishop\\\"}, {\\\"id\\\": 2638, \\\"name\\\": \\\"cathedral\\\"}, {\\\"id\\\": 2639, \\\"name\\\": \\\"falcon\\\"}, {\\\"id\\\": 2640, \\\"name\\\": \\\"twilight\\\"}, {\\\"id\\\": 2642, \\\"name\\\": \\\"solar eclipse\\\"}, {\\\"id\\\": 9727, \\\"name\\\": \\\"thief\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4759,\n        \"samples\": [\n          \"[{\\\"cast_id\\\": 1, \\\"character\\\": \\\"Mac Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20b\\\", \\\"gender\\\": 2, \\\"id\\\": 19274, \\\"name\\\": \\\"Seth Rogen\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 3, \\\"character\\\": \\\"Teddy Sanders\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a213\\\", \\\"gender\\\": 2, \\\"id\\\": 29222, \\\"name\\\": \\\"Zac Efron\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 2, \\\"character\\\": \\\"Kelly Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20f\\\", \\\"gender\\\": 1, \\\"id\\\": 9827, \\\"name\\\": \\\"Rose Byrne\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Pete Regazolli\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a217\\\", \\\"gender\\\": 2, \\\"id\\\": 54697, \\\"name\\\": \\\"Dave Franco\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Jimmy Blevins\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a245\\\", \\\"gender\\\": 2, \\\"id\\\": 198150, \\\"name\\\": \\\"Ike Barinholtz\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Scoonie Schofield\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a21b\\\", \\\"gender\\\": 2, \\\"id\\\": 54691, \\\"name\\\": \\\"Christopher Mintz-Plasse\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 11, \\\"character\\\": \\\"Paula Faldt\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a239\\\", \\\"gender\\\": 1, \\\"id\\\": 54708, \\\"name\\\": \\\"Carla Gallo\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Brooke Shy\\\", \\\"credit_id\\\": \\\"5326a290c3a3683dbf003e48\\\", \\\"gender\\\": 1, \\\"id\\\": 934243, \\\"name\\\": \\\"Halston Sage\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Assjuice\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a249\\\", \\\"gender\\\": 2, \\\"id\\\": 104561, \\\"name\\\": \\\"Craig Roberts\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Officer Watkins\\\", \\\"credit_id\\\": \\\"5326a2b3c3a3682378003f42\\\", \\\"gender\\\": 0, \\\"id\\\": 500427, \\\"name\\\": \\\"Hannibal Buress\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Carol Gladstone\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a231\\\", \\\"gender\\\": 1, \\\"id\\\": 14406, \\\"name\\\": \\\"Lisa Kudrow\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Dr. Theodorakis\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a24d\\\", \\\"gender\\\": 0, \\\"id\\\": 111683, \\\"name\\\": \\\"Jason Mantzoukas\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 42, \\\"character\\\": \\\"Garf\\\", \\\"credit_id\\\": \\\"54cf6fef92514147570082cf\\\", \\\"gender\\\": 2, \\\"id\\\": 1400880, \\\"name\\\": \\\"Jerrod Carmichael\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 40, \\\"character\\\": \\\"Whitney\\\", \\\"credit_id\\\": \\\"53fd31e7c3a3684c8c0004da\\\", \\\"gender\\\": 1, \\\"id\\\": 496731, \\\"name\\\": \\\"Ali Cobrin\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 65, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca131e92514102ad003abd\\\", \\\"gender\\\": 1, \\\"id\\\": 1581096, \\\"name\\\": \\\"Elise Vargas\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 66, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca133c92514123f8001a49\\\", \\\"gender\\\": 1, \\\"id\\\": 1581097, \\\"name\\\": \\\"Zoey Vargas\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 67, \\\"character\\\": \\\"Bill Wazowkowski\\\", \\\"credit_id\\\": \\\"56ca13d692514130a9001a7d\\\", \\\"gender\\\": 2, \\\"id\\\": 54728, \\\"name\\\": \\\"Brian Huskey\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 68, \\\"character\\\": \\\"Brittany\\\", \\\"credit_id\\\": \\\"56ca1476925141172f0085da\\\", \\\"gender\\\": 1, \\\"id\\\": 1498472, \\\"name\\\": \\\"Kira Sternbach\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 80, \\\"character\\\": \\\"Rep\\\", \\\"credit_id\\\": \\\"56ca1968c3a368408c009718\\\", \\\"gender\\\": 2, \\\"id\\\": 79082, \\\"name\\\": \\\"Randall Park\\\", \\\"order\\\": 18}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Sebastian Cremmington\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a235\\\", \\\"gender\\\": 2, \\\"id\\\": 543505, \\\"name\\\": \\\"Jake Johnson\\\", \\\"order\\\": 19}, {\\\"cast_id\\\": 71, \\\"character\\\": \\\"Thumbsucker\\\", \\\"credit_id\\\": \\\"56ca15de92514123b8001c84\\\", \\\"gender\\\": 2, \\\"id\\\": 1581100, \\\"name\\\": \\\"Steven Michael Eich\\\", \\\"order\\\": 20}, {\\\"cast_id\\\": 69, \\\"character\\\": \\\"Rival Frat Guy #1\\\", \\\"credit_id\\\": \\\"56ca14ee92514123f8001ab5\\\", \\\"gender\\\": 2, \\\"id\\\": 1037154, \\\"name\\\": \\\"Fahim Anwar\\\", \\\"order\\\": 21}, {\\\"cast_id\\\": 70, \\\"character\\\": \\\"Rival Frat Guy #2\\\", \\\"credit_id\\\": \\\"56ca15029251411ea80089e2\\\", \\\"gender\\\": 2, \\\"id\\\": 1581098, \\\"name\\\": \\\"Ori Kalmus\\\", \\\"order\\\": 22}, {\\\"cast_id\\\": 44, \\\"character\\\": \\\"Toga #1\\\", \\\"credit_id\\\": \\\"55b08b8cc3a3682d6300ade0\\\", \\\"gender\\\": 2, \\\"id\\\": 62861, \\\"name\\\": \\\"Andy Samberg\\\", \\\"order\\\": 23}, {\\\"cast_id\\\": 72, \\\"character\\\": \\\"Toga #2\\\", \\\"credit_id\\\": \\\"56ca15ffc3a3684095008dca\\\", \\\"gender\\\": 2, \\\"id\\\": 62854, \\\"name\\\": \\\"Akiva Schaffer\\\", \\\"order\\\": 24}, {\\\"cast_id\\\": 73, \\\"character\\\": \\\"Toga #3\\\", \\\"credit_id\\\": \\\"56ca161292514102ad003b8f\\\", \\\"gender\\\": 2, \\\"id\\\": 62863, \\\"name\\\": \\\"Jorma Taccone\\\", \\\"order\\\": 25}, {\\\"cast_id\\\": 74, \\\"character\\\": \\\"Beer Pong Guy #1\\\", \\\"credit_id\\\": \\\"56ca1667c3a3684097009945\\\", \\\"gender\\\": 2, \\\"id\\\": 212604, \\\"name\\\": \\\"Adam Devine\\\", \\\"order\\\": 26}, {\\\"cast_id\\\": 75, \\\"character\\\": \\\"Beer Pong Guy #2\\\", \\\"credit_id\\\": \\\"56ca168092514123b8001cbc\\\", \\\"gender\\\": 0, \\\"id\\\": 521564, \\\"name\\\": \\\"Blake Anderson\\\", \\\"order\\\": 27}, {\\\"cast_id\\\": 76, \\\"character\\\": \\\"Beer Pong Guy #3\\\", \\\"credit_id\\\": \\\"56ca1695c3a3684095008df6\\\", \\\"gender\\\": 2, \\\"id\\\": 521563, \\\"name\\\": \\\"Anders Holm\\\", \\\"order\\\": 28}, {\\\"cast_id\\\": 83, \\\"character\\\": \\\"Wendy the Realtor\\\", \\\"credit_id\\\": \\\"57d2e8ecc3a36842910013bd\\\", \\\"gender\\\": 1, \\\"id\\\": 448309, \\\"name\\\": \\\"Liz Cackowski\\\", \\\"order\\\": 29}, {\\\"cast_id\\\": 77, \\\"character\\\": \\\"Beer Pong Guy #4\\\", \\\"credit_id\\\": \\\"56ca16ad925141172f008677\\\", \\\"gender\\\": 0, \\\"id\\\": 1254001, \\\"name\\\": \\\"Kyle Newacheck\\\", \\\"order\\\": 30}, {\\\"cast_id\\\": 79, \\\"character\\\": \\\"The Babysitter\\\", \\\"credit_id\\\": \\\"56ca18f692514123b8001d81\\\", \\\"gender\\\": 2, \\\"id\\\": 168872, \\\"name\\\": \\\"Jesse Heiman\\\", \\\"order\\\": 31}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Sorority Girl\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a255\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 32}, {\\\"cast_id\\\": 41, \\\"character\\\": \\\"Prostitute\\\", \\\"credit_id\\\": \\\"542719230e0a2655660005f7\\\", \\\"gender\\\": 1, \\\"id\\\": 1214835, \\\"name\\\": \\\"Natasha Leggero\\\", \\\"order\\\": 33}, {\\\"cast_id\\\": 43, \\\"character\\\": \\\"Prostitute (uncredited)\\\", \\\"credit_id\\\": \\\"55143ac392514103e9003032\\\", \\\"gender\\\": 1, \\\"id\\\": 142402, \\\"name\\\": \\\"Maria Olsen\\\", \\\"order\\\": 34}, {\\\"cast_id\\\": 63, \\\"character\\\": \\\"JJ (uncredited)\\\", \\\"credit_id\\\": \\\"56c795ba925141723c000251\\\", \\\"gender\\\": 2, \\\"id\\\": 1398257, \\\"name\\\": \\\"Stephen Todt\\\", \\\"order\\\": 35}, {\\\"cast_id\\\": 78, \\\"character\\\": \\\"Birthday Party Jumper (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1882c3a3684089008d24\\\", \\\"gender\\\": 2, \\\"id\\\": 1413876, \\\"name\\\": \\\"Michael Angeloe\\\", \\\"order\\\": 36}, {\\\"cast_id\\\": 64, \\\"character\\\": \\\"Homeless Man (uncredited)\\\", \\\"credit_id\\\": \\\"56c8bdd1925141172f003b39\\\", \\\"gender\\\": 2, \\\"id\\\": 1580574, \\\"name\\\": \\\"Gary Sievers\\\", \\\"order\\\": 37}, {\\\"cast_id\\\": 81, \\\"character\\\": \\\"Gay Couple (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1af3c3a3684087008fa8\\\", \\\"gender\\\": 2, \\\"id\\\": 1581102, \\\"name\\\": \\\"Casey Ford Alexander\\\", \\\"order\\\": 38}, {\\\"cast_id\\\": 85, \\\"character\\\": \\\"Alecia (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9bb9251410d1b001237\\\", \\\"gender\\\": 1, \\\"id\\\": 1158832, \\\"name\\\": \\\"Chasty Ballesteros\\\", \\\"order\\\": 39}, {\\\"cast_id\\\": 84, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9a9c3a368427800121a\\\", \\\"gender\\\": 1, \\\"id\\\": 1676856, \\\"name\\\": \\\"Melanie Avalon\\\", \\\"order\\\": 40}, {\\\"cast_id\\\": 86, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea1d9251410d190012d9\\\", \\\"gender\\\": 1, \\\"id\\\": 1379512, \\\"name\\\": \\\"Marianne Bourg\\\", \\\"order\\\": 41}, {\\\"cast_id\\\": 87, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea8ec3a36842910014ce\\\", \\\"gender\\\": 1, \\\"id\\\": 1676864, \\\"name\\\": \\\"Erika Del Toro\\\", \\\"order\\\": 42}, {\\\"cast_id\\\": 88, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea9fc3a36842810015af\\\", \\\"gender\\\": 1, \\\"id\\\": 1676865, \\\"name\\\": \\\"Alanna Dergan\\\", \\\"order\\\": 43}, {\\\"cast_id\\\": 89, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb74c3a36842850015e3\\\", \\\"gender\\\": 1, \\\"id\\\": 1351205, \\\"name\\\": \\\"Elsi Eng\\\", \\\"order\\\": 44}, {\\\"cast_id\\\": 90, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb859251410d1b00130b\\\", \\\"gender\\\": 1, \\\"id\\\": 1676867, \\\"name\\\": \\\"Ayesha Fraser\\\", \\\"order\\\": 45}, {\\\"cast_id\\\": 91, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecb19251410d1e0014ba\\\", \\\"gender\\\": 1, \\\"id\\\": 1634314, \\\"name\\\": \\\"Courtney Hart\\\", \\\"order\\\": 46}, {\\\"cast_id\\\": 92, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecefc3a3684278001365\\\", \\\"gender\\\": 1, \\\"id\\\": 1198989, \\\"name\\\": \\\"Danika Galindo\\\", \\\"order\\\": 47}, {\\\"cast_id\\\": 93, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ed9fc3a36842850016eb\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 48}, {\\\"cast_id\\\": 94, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2edaf9251410d1e001529\\\", \\\"gender\\\": 1, \\\"id\\\": 1676871, \\\"name\\\": \\\"Valeria Sweet\\\", \\\"order\\\": 49}, {\\\"cast_id\\\": 95, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"596c870c9251416c38009cf6\\\", \\\"gender\\\": 1, \\\"id\\\": 592342, \\\"name\\\": \\\"Bridgetta Tomarchio\\\", \\\"order\\\": 50}]\",\n          \"[{\\\"cast_id\\\": 3, \\\"character\\\": \\\"Richard O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038407\\\", \\\"gender\\\": 2, \\\"id\\\": 18269, \\\"name\\\": \\\"Brendan Fraser\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Evelyn Carnahan O'Connell/Princess Nefertiri\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840b\\\", \\\"gender\\\": 1, \\\"id\\\": 3293, \\\"name\\\": \\\"Rachel Weisz\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Jonathan Carnahan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840f\\\", \\\"gender\\\": 2, \\\"id\\\": 10727, \\\"name\\\": \\\"John Hannah\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"High Priest Imhotep\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038413\\\", \\\"gender\\\": 2, \\\"id\\\": 16743, \\\"name\\\": \\\"Arnold Vosloo\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 7, \\\"character\\\": \\\"Ardeth Bay\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038417\\\", \\\"gender\\\": 2, \\\"id\\\": 18041, \\\"name\\\": \\\"Oded Fehr\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 8, \\\"character\\\": \\\"Mathayus the Scorpion King\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841b\\\", \\\"gender\\\": 2, \\\"id\\\": 18918, \\\"name\\\": \\\"Dwayne Johnson\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Alexander O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841f\\\", \\\"gender\\\": 2, \\\"id\\\": 18919, \\\"name\\\": \\\"Freddie Boath\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Meela Nais/Anck Su Namun\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038423\\\", \\\"gender\\\": 1, \\\"id\\\": 18920, \\\"name\\\": \\\"Patricia Vel\\\\u00e1squez\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Baltus Hafez\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844b\\\", \\\"gender\\\": 2, \\\"id\\\": 2629, \\\"name\\\": \\\"Alun Armstrong\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Lock-Nah\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844f\\\", \\\"gender\\\": 2, \\\"id\\\": 31164, \\\"name\\\": \\\"Adewale Akinnuoye-Agbaje\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Izzy Buttons\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038453\\\", \\\"gender\\\": 2, \\\"id\\\": 30316, \\\"name\\\": \\\"Shaun Parkes\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Red\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038457\\\", \\\"gender\\\": 0, \\\"id\\\": 25675, \\\"name\\\": \\\"Bruce Byron\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Jacques\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845b\\\", \\\"gender\\\": 0, \\\"id\\\": 1010264, \\\"name\\\": \\\"Joe Dixon\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 22, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845f\\\", \\\"gender\\\": 2, \\\"id\\\": 208211, \\\"name\\\": \\\"Thomas Fisher\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Pharaoh Seti I\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038463\\\", \\\"gender\\\": 2, \\\"id\\\": 25808, \\\"name\\\": \\\"Aharon Ipal\\\\u00e9\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Shafek\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038467\\\", \\\"gender\\\": 0, \\\"id\\\": 178631, \\\"name\\\": \\\"Quill Roberts\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Showgirl with Jonathan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846b\\\", \\\"gender\\\": 1, \\\"id\\\": 120886, \\\"name\\\": \\\"Donna Air\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 26, \\\"character\\\": \\\"Mountain of Flesh\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846f\\\", \\\"gender\\\": 0, \\\"id\\\": 1077874, \\\"name\\\": \\\"Trevor Lovell\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 30, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"536222b20e0a2649a900146a\\\", \\\"gender\\\": 0, \\\"id\\\": 27678, \\\"name\\\": \\\"Tom Fisher\\\", \\\"order\\\": 18}]\",\n          \"[{\\\"cast_id\\\": 13, \\\"character\\\": \\\"Major Alan 'Dutch' Schaeffer\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b53\\\", \\\"gender\\\": 2, \\\"id\\\": 1100, \\\"name\\\": \\\"Arnold Schwarzenegger\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Major George Dillon\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b57\\\", \\\"gender\\\": 0, \\\"id\\\": 1101, \\\"name\\\": \\\"Carl Weathers\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Anna\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5b\\\", \\\"gender\\\": 1, \\\"id\\\": 1102, \\\"name\\\": \\\"Elpidia Carrillo\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Sergeant 'Mac' Eliot\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5f\\\", \\\"gender\\\": 2, \\\"id\\\": 1103, \\\"name\\\": \\\"Bill Duke\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Blain\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b63\\\", \\\"gender\\\": 2, \\\"id\\\": 1104, \\\"name\\\": \\\"Jesse Ventura\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Billy\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b67\\\", \\\"gender\\\": 2, \\\"id\\\": 1105, \\\"name\\\": \\\"Sonny Landham\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Poncho Ramirez\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6b\\\", \\\"gender\\\": 2, \\\"id\\\": 1106, \\\"name\\\": \\\"Richard Chaves\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"General Phillips\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6f\\\", \\\"gender\\\": 2, \\\"id\\\": 1107, \\\"name\\\": \\\"R. G. Armstrong\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Hawkins\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b73\\\", \\\"gender\\\": 2, \\\"id\\\": 1108, \\\"name\\\": \\\"Shane Black\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Helicopter Pilot / Predator\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b7b\\\", \\\"gender\\\": 2, \\\"id\\\": 1109, \\\"name\\\": \\\"Kevin Peter Hall\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Russian Officer (uncredited)\\\", \\\"credit_id\\\": \\\"5742adfe9251416ce6002052\\\", \\\"gender\\\": 2, \\\"id\\\": 20761, \\\"name\\\": \\\"Sven-Ole Thorsen\\\", \\\"order\\\": 11}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4773,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"credit_id\\\": \\\"599048b2925141670b02c97f\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1416153, \\\"job\\\": \\\"Supervising Sound Editor\\\", \\\"name\\\": \\\"Donald Sylvester\\\"}, {\\\"credit_id\\\": \\\"59904ad6c3a36874b402a1cc\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1416167, \\\"job\\\": \\\"Visual Effects Producer\\\", \\\"name\\\": \\\"John Kilkenny\\\"}, {\\\"credit_id\\\": \\\"56ae7d849251416357002915\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 1424894, \\\"job\\\": \\\"Hairstylist\\\", \\\"name\\\": \\\"Camille Friend\\\"}, {\\\"credit_id\\\": \\\"599047ab925141674c02b48e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1425343, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Vanessa Lapato\\\"}, {\\\"credit_id\\\": \\\"59904951925141673902ae4e\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1442509, \\\"job\\\": \\\"Special Effects Coordinator\\\", \\\"name\\\": \\\"Alan E. Lorimer\\\"}, {\\\"credit_id\\\": \\\"59904427925141675902acc6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1451398, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Bryan McBrien\\\"}, {\\\"credit_id\\\": \\\"59904629c3a368744202b2d6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1453276, \\\"job\\\": \\\"Construction Coordinator\\\", \\\"name\\\": \\\"Butch West\\\"}, {\\\"credit_id\\\": \\\"599034bcc3a3687493027d17\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1454647, \\\"job\\\": \\\"Creator\\\", \\\"name\\\": \\\"Hugh Lofting\\\"}, {\\\"credit_id\\\": \\\"58dd11f1c3a36822ae00bc75\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 1, \\\"id\\\": 1457729, \\\"job\\\": \\\"Script Supervisor\\\", \\\"name\\\": \\\"Nancy Karlin\\\"}, {\\\"credit_id\\\": \\\"59904a8d925141675f02b6d8\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1496418, \\\"job\\\": \\\"Visual Effects Coordinator\\\", \\\"name\\\": \\\"Mitchell Ferm\\\"}, {\\\"credit_id\\\": \\\"599050e6925141674c02beef\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1550058, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Jim Harrison\\\"}, {\\\"credit_id\\\": \\\"58dd11b0c3a368223e00b7db\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1585159, \\\"job\\\": \\\"Location Scout\\\", \\\"name\\\": \\\"Jasan Sherman\\\"}, {\\\"credit_id\\\": \\\"5990453a925141673902a8ec\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1586888, \\\"job\\\": \\\"Sculptor\\\", \\\"name\\\": \\\"Thomas Meikle\\\"}, {\\\"credit_id\\\": \\\"5990506dc3a368747302c6e3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1587383, \\\"job\\\": \\\"Music Supervisor\\\", \\\"name\\\": \\\"Spring Aspers\\\"}, {\\\"credit_id\\\": \\\"59904fbb925141672302c9ed\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1610228, \\\"job\\\": \\\"Key Costumer\\\", \\\"name\\\": \\\"Craig Anthony\\\"}, {\\\"credit_id\\\": \\\"599047e3925141674c02b4cf\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1737829, \\\"job\\\": \\\"Boom Operator\\\", \\\"name\\\": \\\"Harrison D. Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"535c348b0e0a264fe1001e9f\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 1314011, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Nathan Smith Jones\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['keywords'].apply(convert)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2QRv6XEgKEAz",
        "outputId": "c468715e-c06d-444c-f22f-4975eec4c5e7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       [culture clash, future, space war, space colon...\n",
              "1       [ocean, drug abuse, exotic island, east india ...\n",
              "2       [spy, based on novel, secret agent, sequel, mi...\n",
              "3       [dc comics, crime fighter, terrorist, secret i...\n",
              "4       [based on novel, mars, medallion, space travel...\n",
              "                              ...                        \n",
              "4804    [united states–mexico barrier, legs, arms, pap...\n",
              "4805                                                   []\n",
              "4806    [date, love at first sight, narration, investi...\n",
              "4807                                                   []\n",
              "4808            [obsession, camcorder, crush, dream girl]\n",
              "Name: keywords, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['keywords']=movies['keywords'].apply(convert)"
      ],
      "metadata": {
        "id": "zMgP1O-mNDKH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 98
        },
        "id": "SDvgGUdsM0ka",
        "outputId": "04d7e90c-cce6-46df-955b-e6ad0b586810"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                           overview  \\\n",
              "0     19995  Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "\n",
              "                                                cast  \\\n",
              "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e3c3ceb8-cf1a-45e7-8538-4f9e475f048d\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e3c3ceb8-cf1a-45e7-8538-4f9e475f048d')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-e3c3ceb8-cf1a-45e7-8538-4f9e475f048d button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e3c3ceb8-cf1a-45e7-8538-4f9e475f048d');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4759,\n        \"samples\": [\n          \"[{\\\"cast_id\\\": 1, \\\"character\\\": \\\"Mac Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20b\\\", \\\"gender\\\": 2, \\\"id\\\": 19274, \\\"name\\\": \\\"Seth Rogen\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 3, \\\"character\\\": \\\"Teddy Sanders\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a213\\\", \\\"gender\\\": 2, \\\"id\\\": 29222, \\\"name\\\": \\\"Zac Efron\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 2, \\\"character\\\": \\\"Kelly Radner\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a20f\\\", \\\"gender\\\": 1, \\\"id\\\": 9827, \\\"name\\\": \\\"Rose Byrne\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Pete Regazolli\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a217\\\", \\\"gender\\\": 2, \\\"id\\\": 54697, \\\"name\\\": \\\"Dave Franco\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Jimmy Blevins\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a245\\\", \\\"gender\\\": 2, \\\"id\\\": 198150, \\\"name\\\": \\\"Ike Barinholtz\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Scoonie Schofield\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a21b\\\", \\\"gender\\\": 2, \\\"id\\\": 54691, \\\"name\\\": \\\"Christopher Mintz-Plasse\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 11, \\\"character\\\": \\\"Paula Faldt\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a239\\\", \\\"gender\\\": 1, \\\"id\\\": 54708, \\\"name\\\": \\\"Carla Gallo\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Brooke Shy\\\", \\\"credit_id\\\": \\\"5326a290c3a3683dbf003e48\\\", \\\"gender\\\": 1, \\\"id\\\": 934243, \\\"name\\\": \\\"Halston Sage\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Assjuice\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a249\\\", \\\"gender\\\": 2, \\\"id\\\": 104561, \\\"name\\\": \\\"Craig Roberts\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Officer Watkins\\\", \\\"credit_id\\\": \\\"5326a2b3c3a3682378003f42\\\", \\\"gender\\\": 0, \\\"id\\\": 500427, \\\"name\\\": \\\"Hannibal Buress\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Carol Gladstone\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a231\\\", \\\"gender\\\": 1, \\\"id\\\": 14406, \\\"name\\\": \\\"Lisa Kudrow\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Dr. Theodorakis\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a24d\\\", \\\"gender\\\": 0, \\\"id\\\": 111683, \\\"name\\\": \\\"Jason Mantzoukas\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 42, \\\"character\\\": \\\"Garf\\\", \\\"credit_id\\\": \\\"54cf6fef92514147570082cf\\\", \\\"gender\\\": 2, \\\"id\\\": 1400880, \\\"name\\\": \\\"Jerrod Carmichael\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 40, \\\"character\\\": \\\"Whitney\\\", \\\"credit_id\\\": \\\"53fd31e7c3a3684c8c0004da\\\", \\\"gender\\\": 1, \\\"id\\\": 496731, \\\"name\\\": \\\"Ali Cobrin\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 65, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca131e92514102ad003abd\\\", \\\"gender\\\": 1, \\\"id\\\": 1581096, \\\"name\\\": \\\"Elise Vargas\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 66, \\\"character\\\": \\\"Stella Radner\\\", \\\"credit_id\\\": \\\"56ca133c92514123f8001a49\\\", \\\"gender\\\": 1, \\\"id\\\": 1581097, \\\"name\\\": \\\"Zoey Vargas\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 67, \\\"character\\\": \\\"Bill Wazowkowski\\\", \\\"credit_id\\\": \\\"56ca13d692514130a9001a7d\\\", \\\"gender\\\": 2, \\\"id\\\": 54728, \\\"name\\\": \\\"Brian Huskey\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 68, \\\"character\\\": \\\"Brittany\\\", \\\"credit_id\\\": \\\"56ca1476925141172f0085da\\\", \\\"gender\\\": 1, \\\"id\\\": 1498472, \\\"name\\\": \\\"Kira Sternbach\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 80, \\\"character\\\": \\\"Rep\\\", \\\"credit_id\\\": \\\"56ca1968c3a368408c009718\\\", \\\"gender\\\": 2, \\\"id\\\": 79082, \\\"name\\\": \\\"Randall Park\\\", \\\"order\\\": 18}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Sebastian Cremmington\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a235\\\", \\\"gender\\\": 2, \\\"id\\\": 543505, \\\"name\\\": \\\"Jake Johnson\\\", \\\"order\\\": 19}, {\\\"cast_id\\\": 71, \\\"character\\\": \\\"Thumbsucker\\\", \\\"credit_id\\\": \\\"56ca15de92514123b8001c84\\\", \\\"gender\\\": 2, \\\"id\\\": 1581100, \\\"name\\\": \\\"Steven Michael Eich\\\", \\\"order\\\": 20}, {\\\"cast_id\\\": 69, \\\"character\\\": \\\"Rival Frat Guy #1\\\", \\\"credit_id\\\": \\\"56ca14ee92514123f8001ab5\\\", \\\"gender\\\": 2, \\\"id\\\": 1037154, \\\"name\\\": \\\"Fahim Anwar\\\", \\\"order\\\": 21}, {\\\"cast_id\\\": 70, \\\"character\\\": \\\"Rival Frat Guy #2\\\", \\\"credit_id\\\": \\\"56ca15029251411ea80089e2\\\", \\\"gender\\\": 2, \\\"id\\\": 1581098, \\\"name\\\": \\\"Ori Kalmus\\\", \\\"order\\\": 22}, {\\\"cast_id\\\": 44, \\\"character\\\": \\\"Toga #1\\\", \\\"credit_id\\\": \\\"55b08b8cc3a3682d6300ade0\\\", \\\"gender\\\": 2, \\\"id\\\": 62861, \\\"name\\\": \\\"Andy Samberg\\\", \\\"order\\\": 23}, {\\\"cast_id\\\": 72, \\\"character\\\": \\\"Toga #2\\\", \\\"credit_id\\\": \\\"56ca15ffc3a3684095008dca\\\", \\\"gender\\\": 2, \\\"id\\\": 62854, \\\"name\\\": \\\"Akiva Schaffer\\\", \\\"order\\\": 24}, {\\\"cast_id\\\": 73, \\\"character\\\": \\\"Toga #3\\\", \\\"credit_id\\\": \\\"56ca161292514102ad003b8f\\\", \\\"gender\\\": 2, \\\"id\\\": 62863, \\\"name\\\": \\\"Jorma Taccone\\\", \\\"order\\\": 25}, {\\\"cast_id\\\": 74, \\\"character\\\": \\\"Beer Pong Guy #1\\\", \\\"credit_id\\\": \\\"56ca1667c3a3684097009945\\\", \\\"gender\\\": 2, \\\"id\\\": 212604, \\\"name\\\": \\\"Adam Devine\\\", \\\"order\\\": 26}, {\\\"cast_id\\\": 75, \\\"character\\\": \\\"Beer Pong Guy #2\\\", \\\"credit_id\\\": \\\"56ca168092514123b8001cbc\\\", \\\"gender\\\": 0, \\\"id\\\": 521564, \\\"name\\\": \\\"Blake Anderson\\\", \\\"order\\\": 27}, {\\\"cast_id\\\": 76, \\\"character\\\": \\\"Beer Pong Guy #3\\\", \\\"credit_id\\\": \\\"56ca1695c3a3684095008df6\\\", \\\"gender\\\": 2, \\\"id\\\": 521563, \\\"name\\\": \\\"Anders Holm\\\", \\\"order\\\": 28}, {\\\"cast_id\\\": 83, \\\"character\\\": \\\"Wendy the Realtor\\\", \\\"credit_id\\\": \\\"57d2e8ecc3a36842910013bd\\\", \\\"gender\\\": 1, \\\"id\\\": 448309, \\\"name\\\": \\\"Liz Cackowski\\\", \\\"order\\\": 29}, {\\\"cast_id\\\": 77, \\\"character\\\": \\\"Beer Pong Guy #4\\\", \\\"credit_id\\\": \\\"56ca16ad925141172f008677\\\", \\\"gender\\\": 0, \\\"id\\\": 1254001, \\\"name\\\": \\\"Kyle Newacheck\\\", \\\"order\\\": 30}, {\\\"cast_id\\\": 79, \\\"character\\\": \\\"The Babysitter\\\", \\\"credit_id\\\": \\\"56ca18f692514123b8001d81\\\", \\\"gender\\\": 2, \\\"id\\\": 168872, \\\"name\\\": \\\"Jesse Heiman\\\", \\\"order\\\": 31}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Sorority Girl\\\", \\\"credit_id\\\": \\\"52fe4d169251416c9110a255\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 32}, {\\\"cast_id\\\": 41, \\\"character\\\": \\\"Prostitute\\\", \\\"credit_id\\\": \\\"542719230e0a2655660005f7\\\", \\\"gender\\\": 1, \\\"id\\\": 1214835, \\\"name\\\": \\\"Natasha Leggero\\\", \\\"order\\\": 33}, {\\\"cast_id\\\": 43, \\\"character\\\": \\\"Prostitute (uncredited)\\\", \\\"credit_id\\\": \\\"55143ac392514103e9003032\\\", \\\"gender\\\": 1, \\\"id\\\": 142402, \\\"name\\\": \\\"Maria Olsen\\\", \\\"order\\\": 34}, {\\\"cast_id\\\": 63, \\\"character\\\": \\\"JJ (uncredited)\\\", \\\"credit_id\\\": \\\"56c795ba925141723c000251\\\", \\\"gender\\\": 2, \\\"id\\\": 1398257, \\\"name\\\": \\\"Stephen Todt\\\", \\\"order\\\": 35}, {\\\"cast_id\\\": 78, \\\"character\\\": \\\"Birthday Party Jumper (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1882c3a3684089008d24\\\", \\\"gender\\\": 2, \\\"id\\\": 1413876, \\\"name\\\": \\\"Michael Angeloe\\\", \\\"order\\\": 36}, {\\\"cast_id\\\": 64, \\\"character\\\": \\\"Homeless Man (uncredited)\\\", \\\"credit_id\\\": \\\"56c8bdd1925141172f003b39\\\", \\\"gender\\\": 2, \\\"id\\\": 1580574, \\\"name\\\": \\\"Gary Sievers\\\", \\\"order\\\": 37}, {\\\"cast_id\\\": 81, \\\"character\\\": \\\"Gay Couple (uncredited)\\\", \\\"credit_id\\\": \\\"56ca1af3c3a3684087008fa8\\\", \\\"gender\\\": 2, \\\"id\\\": 1581102, \\\"name\\\": \\\"Casey Ford Alexander\\\", \\\"order\\\": 38}, {\\\"cast_id\\\": 85, \\\"character\\\": \\\"Alecia (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9bb9251410d1b001237\\\", \\\"gender\\\": 1, \\\"id\\\": 1158832, \\\"name\\\": \\\"Chasty Ballesteros\\\", \\\"order\\\": 39}, {\\\"cast_id\\\": 84, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2e9a9c3a368427800121a\\\", \\\"gender\\\": 1, \\\"id\\\": 1676856, \\\"name\\\": \\\"Melanie Avalon\\\", \\\"order\\\": 40}, {\\\"cast_id\\\": 86, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea1d9251410d190012d9\\\", \\\"gender\\\": 1, \\\"id\\\": 1379512, \\\"name\\\": \\\"Marianne Bourg\\\", \\\"order\\\": 41}, {\\\"cast_id\\\": 87, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea8ec3a36842910014ce\\\", \\\"gender\\\": 1, \\\"id\\\": 1676864, \\\"name\\\": \\\"Erika Del Toro\\\", \\\"order\\\": 42}, {\\\"cast_id\\\": 88, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ea9fc3a36842810015af\\\", \\\"gender\\\": 1, \\\"id\\\": 1676865, \\\"name\\\": \\\"Alanna Dergan\\\", \\\"order\\\": 43}, {\\\"cast_id\\\": 89, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb74c3a36842850015e3\\\", \\\"gender\\\": 1, \\\"id\\\": 1351205, \\\"name\\\": \\\"Elsi Eng\\\", \\\"order\\\": 44}, {\\\"cast_id\\\": 90, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2eb859251410d1b00130b\\\", \\\"gender\\\": 1, \\\"id\\\": 1676867, \\\"name\\\": \\\"Ayesha Fraser\\\", \\\"order\\\": 45}, {\\\"cast_id\\\": 91, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecb19251410d1e0014ba\\\", \\\"gender\\\": 1, \\\"id\\\": 1634314, \\\"name\\\": \\\"Courtney Hart\\\", \\\"order\\\": 46}, {\\\"cast_id\\\": 92, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ecefc3a3684278001365\\\", \\\"gender\\\": 1, \\\"id\\\": 1198989, \\\"name\\\": \\\"Danika Galindo\\\", \\\"order\\\": 47}, {\\\"cast_id\\\": 93, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2ed9fc3a36842850016eb\\\", \\\"gender\\\": 0, \\\"id\\\": 1203537, \\\"name\\\": \\\"Cassandra Starr\\\", \\\"order\\\": 48}, {\\\"cast_id\\\": 94, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"57d2edaf9251410d1e001529\\\", \\\"gender\\\": 1, \\\"id\\\": 1676871, \\\"name\\\": \\\"Valeria Sweet\\\", \\\"order\\\": 49}, {\\\"cast_id\\\": 95, \\\"character\\\": \\\"Sorority Girl (uncredited)\\\", \\\"credit_id\\\": \\\"596c870c9251416c38009cf6\\\", \\\"gender\\\": 1, \\\"id\\\": 592342, \\\"name\\\": \\\"Bridgetta Tomarchio\\\", \\\"order\\\": 50}]\",\n          \"[{\\\"cast_id\\\": 3, \\\"character\\\": \\\"Richard O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038407\\\", \\\"gender\\\": 2, \\\"id\\\": 18269, \\\"name\\\": \\\"Brendan Fraser\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 4, \\\"character\\\": \\\"Evelyn Carnahan O'Connell/Princess Nefertiri\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840b\\\", \\\"gender\\\": 1, \\\"id\\\": 3293, \\\"name\\\": \\\"Rachel Weisz\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 5, \\\"character\\\": \\\"Jonathan Carnahan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803840f\\\", \\\"gender\\\": 2, \\\"id\\\": 10727, \\\"name\\\": \\\"John Hannah\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 6, \\\"character\\\": \\\"High Priest Imhotep\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038413\\\", \\\"gender\\\": 2, \\\"id\\\": 16743, \\\"name\\\": \\\"Arnold Vosloo\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 7, \\\"character\\\": \\\"Ardeth Bay\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038417\\\", \\\"gender\\\": 2, \\\"id\\\": 18041, \\\"name\\\": \\\"Oded Fehr\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 8, \\\"character\\\": \\\"Mathayus the Scorpion King\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841b\\\", \\\"gender\\\": 2, \\\"id\\\": 18918, \\\"name\\\": \\\"Dwayne Johnson\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 9, \\\"character\\\": \\\"Alexander O'Connell\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803841f\\\", \\\"gender\\\": 2, \\\"id\\\": 18919, \\\"name\\\": \\\"Freddie Boath\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 10, \\\"character\\\": \\\"Meela Nais/Anck Su Namun\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038423\\\", \\\"gender\\\": 1, \\\"id\\\": 18920, \\\"name\\\": \\\"Patricia Vel\\\\u00e1squez\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Baltus Hafez\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844b\\\", \\\"gender\\\": 2, \\\"id\\\": 2629, \\\"name\\\": \\\"Alun Armstrong\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Lock-Nah\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803844f\\\", \\\"gender\\\": 2, \\\"id\\\": 31164, \\\"name\\\": \\\"Adewale Akinnuoye-Agbaje\\\", \\\"order\\\": 9}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Izzy Buttons\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038453\\\", \\\"gender\\\": 2, \\\"id\\\": 30316, \\\"name\\\": \\\"Shaun Parkes\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"Red\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038457\\\", \\\"gender\\\": 0, \\\"id\\\": 25675, \\\"name\\\": \\\"Bruce Byron\\\", \\\"order\\\": 11}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Jacques\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845b\\\", \\\"gender\\\": 0, \\\"id\\\": 1010264, \\\"name\\\": \\\"Joe Dixon\\\", \\\"order\\\": 12}, {\\\"cast_id\\\": 22, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803845f\\\", \\\"gender\\\": 2, \\\"id\\\": 208211, \\\"name\\\": \\\"Thomas Fisher\\\", \\\"order\\\": 13}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Pharaoh Seti I\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038463\\\", \\\"gender\\\": 2, \\\"id\\\": 25808, \\\"name\\\": \\\"Aharon Ipal\\\\u00e9\\\", \\\"order\\\": 14}, {\\\"cast_id\\\": 24, \\\"character\\\": \\\"Shafek\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f8038467\\\", \\\"gender\\\": 0, \\\"id\\\": 178631, \\\"name\\\": \\\"Quill Roberts\\\", \\\"order\\\": 15}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Showgirl with Jonathan\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846b\\\", \\\"gender\\\": 1, \\\"id\\\": 120886, \\\"name\\\": \\\"Donna Air\\\", \\\"order\\\": 16}, {\\\"cast_id\\\": 26, \\\"character\\\": \\\"Mountain of Flesh\\\", \\\"credit_id\\\": \\\"52fe4312c3a36847f803846f\\\", \\\"gender\\\": 0, \\\"id\\\": 1077874, \\\"name\\\": \\\"Trevor Lovell\\\", \\\"order\\\": 17}, {\\\"cast_id\\\": 30, \\\"character\\\": \\\"Spivey\\\", \\\"credit_id\\\": \\\"536222b20e0a2649a900146a\\\", \\\"gender\\\": 0, \\\"id\\\": 27678, \\\"name\\\": \\\"Tom Fisher\\\", \\\"order\\\": 18}]\",\n          \"[{\\\"cast_id\\\": 13, \\\"character\\\": \\\"Major Alan 'Dutch' Schaeffer\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b53\\\", \\\"gender\\\": 2, \\\"id\\\": 1100, \\\"name\\\": \\\"Arnold Schwarzenegger\\\", \\\"order\\\": 0}, {\\\"cast_id\\\": 14, \\\"character\\\": \\\"Major George Dillon\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b57\\\", \\\"gender\\\": 0, \\\"id\\\": 1101, \\\"name\\\": \\\"Carl Weathers\\\", \\\"order\\\": 1}, {\\\"cast_id\\\": 15, \\\"character\\\": \\\"Anna\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5b\\\", \\\"gender\\\": 1, \\\"id\\\": 1102, \\\"name\\\": \\\"Elpidia Carrillo\\\", \\\"order\\\": 2}, {\\\"cast_id\\\": 16, \\\"character\\\": \\\"Sergeant 'Mac' Eliot\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b5f\\\", \\\"gender\\\": 2, \\\"id\\\": 1103, \\\"name\\\": \\\"Bill Duke\\\", \\\"order\\\": 3}, {\\\"cast_id\\\": 17, \\\"character\\\": \\\"Blain\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b63\\\", \\\"gender\\\": 2, \\\"id\\\": 1104, \\\"name\\\": \\\"Jesse Ventura\\\", \\\"order\\\": 4}, {\\\"cast_id\\\": 18, \\\"character\\\": \\\"Billy\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b67\\\", \\\"gender\\\": 2, \\\"id\\\": 1105, \\\"name\\\": \\\"Sonny Landham\\\", \\\"order\\\": 5}, {\\\"cast_id\\\": 19, \\\"character\\\": \\\"Poncho Ramirez\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6b\\\", \\\"gender\\\": 2, \\\"id\\\": 1106, \\\"name\\\": \\\"Richard Chaves\\\", \\\"order\\\": 6}, {\\\"cast_id\\\": 20, \\\"character\\\": \\\"General Phillips\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b6f\\\", \\\"gender\\\": 2, \\\"id\\\": 1107, \\\"name\\\": \\\"R. G. Armstrong\\\", \\\"order\\\": 7}, {\\\"cast_id\\\": 21, \\\"character\\\": \\\"Hawkins\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b73\\\", \\\"gender\\\": 2, \\\"id\\\": 1108, \\\"name\\\": \\\"Shane Black\\\", \\\"order\\\": 8}, {\\\"cast_id\\\": 23, \\\"character\\\": \\\"Helicopter Pilot / Predator\\\", \\\"credit_id\\\": \\\"52fe4218c3a36847f8003b7b\\\", \\\"gender\\\": 2, \\\"id\\\": 1109, \\\"name\\\": \\\"Kevin Peter Hall\\\", \\\"order\\\": 10}, {\\\"cast_id\\\": 25, \\\"character\\\": \\\"Russian Officer (uncredited)\\\", \\\"credit_id\\\": \\\"5742adfe9251416ce6002052\\\", \\\"gender\\\": 2, \\\"id\\\": 20761, \\\"name\\\": \\\"Sven-Ole Thorsen\\\", \\\"order\\\": 11}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4773,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"credit_id\\\": \\\"599048b2925141670b02c97f\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1416153, \\\"job\\\": \\\"Supervising Sound Editor\\\", \\\"name\\\": \\\"Donald Sylvester\\\"}, {\\\"credit_id\\\": \\\"59904ad6c3a36874b402a1cc\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1416167, \\\"job\\\": \\\"Visual Effects Producer\\\", \\\"name\\\": \\\"John Kilkenny\\\"}, {\\\"credit_id\\\": \\\"56ae7d849251416357002915\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 1424894, \\\"job\\\": \\\"Hairstylist\\\", \\\"name\\\": \\\"Camille Friend\\\"}, {\\\"credit_id\\\": \\\"599047ab925141674c02b48e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1425343, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Vanessa Lapato\\\"}, {\\\"credit_id\\\": \\\"59904951925141673902ae4e\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1442509, \\\"job\\\": \\\"Special Effects Coordinator\\\", \\\"name\\\": \\\"Alan E. Lorimer\\\"}, {\\\"credit_id\\\": \\\"59904427925141675902acc6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1451398, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Bryan McBrien\\\"}, {\\\"credit_id\\\": \\\"59904629c3a368744202b2d6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1453276, \\\"job\\\": \\\"Construction Coordinator\\\", \\\"name\\\": \\\"Butch West\\\"}, {\\\"credit_id\\\": \\\"599034bcc3a3687493027d17\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1454647, \\\"job\\\": \\\"Creator\\\", \\\"name\\\": \\\"Hugh Lofting\\\"}, {\\\"credit_id\\\": \\\"58dd11f1c3a36822ae00bc75\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 1, \\\"id\\\": 1457729, \\\"job\\\": \\\"Script Supervisor\\\", \\\"name\\\": \\\"Nancy Karlin\\\"}, {\\\"credit_id\\\": \\\"59904a8d925141675f02b6d8\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1496418, \\\"job\\\": \\\"Visual Effects Coordinator\\\", \\\"name\\\": \\\"Mitchell Ferm\\\"}, {\\\"credit_id\\\": \\\"599050e6925141674c02beef\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1550058, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Jim Harrison\\\"}, {\\\"credit_id\\\": \\\"58dd11b0c3a368223e00b7db\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1585159, \\\"job\\\": \\\"Location Scout\\\", \\\"name\\\": \\\"Jasan Sherman\\\"}, {\\\"credit_id\\\": \\\"5990453a925141673902a8ec\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1586888, \\\"job\\\": \\\"Sculptor\\\", \\\"name\\\": \\\"Thomas Meikle\\\"}, {\\\"credit_id\\\": \\\"5990506dc3a368747302c6e3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1587383, \\\"job\\\": \\\"Music Supervisor\\\", \\\"name\\\": \\\"Spring Aspers\\\"}, {\\\"credit_id\\\": \\\"59904fbb925141672302c9ed\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1610228, \\\"job\\\": \\\"Key Costumer\\\", \\\"name\\\": \\\"Craig Anthony\\\"}, {\\\"credit_id\\\": \\\"599047e3925141674c02b4cf\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1737829, \\\"job\\\": \\\"Boom Operator\\\", \\\"name\\\": \\\"Harrison D. Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"535c348b0e0a264fe1001e9f\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 1314011, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Nathan Smith Jones\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import ast\n",
        "\n",
        "def convert3(obj):\n",
        "    L = []\n",
        "    counter = 0\n",
        "    for i in ast.literal_eval(obj):\n",
        "        if counter != 3:\n",
        "            L.append(i['name'])\n",
        "            counter += 1\n",
        "        else:\n",
        "            break\n",
        "\n",
        "    return L"
      ],
      "metadata": {
        "id": "u3pZRGXUNRHo"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['cast'].apply(convert3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tFyEq6KKNU2H",
        "outputId": "d0405ca6-f6ce-479f-ceef-19079c22ff13"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0        [Sam Worthington, Zoe Saldana, Sigourney Weaver]\n",
              "1           [Johnny Depp, Orlando Bloom, Keira Knightley]\n",
              "2            [Daniel Craig, Christoph Waltz, Léa Seydoux]\n",
              "3            [Christian Bale, Michael Caine, Gary Oldman]\n",
              "4          [Taylor Kitsch, Lynn Collins, Samantha Morton]\n",
              "                              ...                        \n",
              "4804    [Carlos Gallardo, Jaime de Hoyos, Peter Marqua...\n",
              "4805         [Edward Burns, Kerry Bishé, Marsha Dietlein]\n",
              "4806           [Eric Mabius, Kristin Booth, Crystal Lowe]\n",
              "4807            [Daniel Henney, Eliza Coupe, Bill Paxton]\n",
              "4808    [Drew Barrymore, Brian Herzlinger, Corey Feldman]\n",
              "Name: cast, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['cast']=movies['cast'].apply(convert3)"
      ],
      "metadata": {
        "id": "-SPIOurKNaCh"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 98
        },
        "id": "Koe06iM6NdKh",
        "outputId": "2e5ddc97-f82d-4ebc-cec0-2fe804175bc0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                           overview  \\\n",
              "0     19995  Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "\n",
              "                                               cast  \\\n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]   \n",
              "\n",
              "                                                crew  \n",
              "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-7aee4f82-d339-4349-89ae-69ed5164587a\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7aee4f82-d339-4349-89ae-69ed5164587a')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-7aee4f82-d339-4349-89ae-69ed5164587a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-7aee4f82-d339-4349-89ae-69ed5164587a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4773,\n        \"samples\": [\n          \"[{\\\"credit_id\\\": \\\"538d82720e0a26670e005e83\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 898, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Goldblatt\\\"}, {\\\"credit_id\\\": \\\"538d82860e0a266702005de5\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 1098, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Mark Helfrich\\\"}, {\\\"credit_id\\\": \\\"538d820c0e0a266708006129\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 2095, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Ralph Winter\\\"}, {\\\"credit_id\\\": \\\"538d82d30e0a266712005def\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2624, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Richard Pagano\\\"}, {\\\"credit_id\\\": \\\"538d82ea0e0a266715005e74\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 4953, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"Ed Verreaux\\\"}, {\\\"credit_id\\\": \\\"538d82ad0e0a26670800614d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5362, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Heike Brandstatter\\\"}, {\\\"credit_id\\\": \\\"538d82c00e0a266705005fa2\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 5363, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Coreen Mayrs\\\"}, {\\\"credit_id\\\": \\\"538d845ec3a368713c0047d2\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 6924, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Dan Moore\\\"}, {\\\"credit_id\\\": \\\"538d81ef0e0a266718005cb8\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 7200, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Lauren Shuler Donner\\\"}, {\\\"credit_id\\\": \\\"576710bec3a36806720004b0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7624, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Stan Lee\\\"}, {\\\"credit_id\\\": \\\"538d81d80e0a266715005e4d\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 7626, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Avi Arad\\\"}, {\\\"credit_id\\\": \\\"5767101092514165c20000db\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 10850, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Kevin Feige\\\"}, {\\\"credit_id\\\": \\\"538d83ba0e0a26670b005ded\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 10970, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Judianna Makovsky\\\"}, {\\\"credit_id\\\": \\\"538d83620e0a266715005e82\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 10549, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Justin Scoppa Jr.\\\"}, {\\\"credit_id\\\": \\\"5626465bc3a3680e0e01704b\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 11098, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"John Powell\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e1\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11092, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Simon Kinberg\\\"}, {\\\"credit_id\\\": \\\"56abe4ecc3a3681c47003aa3\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 15017, \\\"job\\\": \\\"Makeup Effects\\\", \\\"name\\\": \\\"Bill Corso\\\"}, {\\\"credit_id\\\": \\\"538d82560e0a266705005f94\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 11099, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Dante Spinotti\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459e7\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 11011, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Zak Penn\\\"}, {\\\"credit_id\\\": \\\"52fe45ff9251416c910459db\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 11091, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Brett Ratner\\\"}, {\\\"credit_id\\\": \\\"538d834f0e0a266712005dfe\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 22061, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Helen Jarvis\\\"}, {\\\"credit_id\\\": \\\"538d83a50e0a266715005e8b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 11021, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Elizabeth Wilcox\\\"}, {\\\"credit_id\\\": \\\"538d83220e0a266702005df6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 11102, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Chad S. Frey\\\"}, {\\\"credit_id\\\": \\\"570b8dde9251412c740020d0\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 46082, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Geoff Hubbard\\\"}, {\\\"credit_id\\\": \\\"538d83ce0e0a266702005e02\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 2, \\\"id\\\": 11106, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Lisa Tomczeszyn\\\"}, {\\\"credit_id\\\": \\\"560046499251414e4d000197\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 113194, \\\"job\\\": \\\"Stunts\\\", \\\"name\\\": \\\"James Bamford\\\"}, {\\\"credit_id\\\": \\\"538d82990e0a266712005de9\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 1, \\\"id\\\": 11100, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Julia Wong\\\"}, {\\\"credit_id\\\": \\\"57671042c3a36806b3000104\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11095, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"James M. Freitag\\\"}, {\\\"credit_id\\\": \\\"57670fdbc3a3680722000106\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 11014, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Ross Fanger\\\"}, {\\\"credit_id\\\": \\\"538d83750e0a26670b005de5\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 223991, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Sandi Tanaka\\\"}, {\\\"credit_id\\\": \\\"576710f192514133c5001213\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1182092, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"John Palermo\\\"}, {\\\"credit_id\\\": \\\"55402d2fc3a3681da0000633\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1395269, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"John Bruno\\\"}, {\\\"credit_id\\\": \\\"563a9ed79251416d520145a0\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1401803, \\\"job\\\": \\\"Digital Effects Supervisor\\\", \\\"name\\\": \\\"Guy Williams\\\"}, {\\\"credit_id\\\": \\\"5767112fc3a3680722000132\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1432021, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Kurt Williams\\\"}, {\\\"credit_id\\\": \\\"55423048c3a36829e5003bc8\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1447557, \\\"job\\\": \\\"Compositors\\\", \\\"name\\\": \\\"Rachel Wyn Dunn\\\"}, {\\\"credit_id\\\": \\\"552986b4c3a368596e001a79\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1452932, \\\"job\\\": \\\"Animation\\\", \\\"name\\\": \\\"Joel Fletcher\\\"}, {\\\"credit_id\\\": \\\"57670f92925141655a000109\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477146, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Lee Cleary\\\"}, {\\\"credit_id\\\": \\\"5767107c925141655a00012c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1477147, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"David Gorder\\\"}, {\\\"credit_id\\\": \\\"5767105bc3a36850c4000573\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 1477203, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Luca Marco Paracels\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"58dd0e90c3a368223e00b59c\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 546, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Jeanne McCarthy\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf83\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 2043, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"John Davis\\\"}, {\\\"credit_id\\\": \\\"5539fe35c3a3685cf8002f1e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 3393, \\\"job\\\": \\\"Original Music Composer\\\", \\\"name\\\": \\\"David Newman\\\"}, {\\\"credit_id\\\": \\\"58dd0d3fc3a368228a00aa50\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"Associate Producer\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"5990427f925141672302ba00\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 6187, \\\"job\\\": \\\"First Assistant Director\\\", \\\"name\\\": \\\"Aldric La'Auli Porter\\\"}, {\\\"credit_id\\\": \\\"58dd0efdc3a368228300b438\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6877, \\\"job\\\": \\\"Production Design\\\", \\\"name\\\": \\\"William Sandell\\\"}, {\\\"credit_id\\\": \\\"58dd0f56925141411000c340\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 6880, \\\"job\\\": \\\"Set Decoration\\\", \\\"name\\\": \\\"Robert Gould\\\"}, {\\\"credit_id\\\": \\\"58dd0f1fc3a36822a600c1dd\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 8705, \\\"job\\\": \\\"Art Direction\\\", \\\"name\\\": \\\"Brad Ricker\\\"}, {\\\"credit_id\\\": \\\"5990490b925141673e02d2f5\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 8763, \\\"job\\\": \\\"Foley Editor\\\", \\\"name\\\": \\\"Dan Yale\\\"}, {\\\"credit_id\\\": \\\"58dd0d3192514140f600b915\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 8880, \\\"job\\\": \\\"Executive Producer\\\", \\\"name\\\": \\\"Neil A. Machlis\\\"}, {\\\"credit_id\\\": \\\"58dd0e0bc3a368229300bdf6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 14377, \\\"job\\\": \\\"Casting\\\", \\\"name\\\": \\\"Juel Bestrop\\\"}, {\\\"credit_id\\\": \\\"599045b6925141672302bdac\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 12639, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Hugo Santiago\\\"}, {\\\"credit_id\\\": \\\"58dd0f69c3a368228300b48f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 15524, \\\"job\\\": \\\"Costume Design\\\", \\\"name\\\": \\\"Ruth E. Carter\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf9b\\\", \\\"department\\\": \\\"Editing\\\", \\\"gender\\\": 2, \\\"id\\\": 18276, \\\"job\\\": \\\"Editor\\\", \\\"name\\\": \\\"Craig Herring\\\"}, {\\\"credit_id\\\": \\\"58dd0f2f92514140fa00c653\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 2, \\\"id\\\": 13434, \\\"job\\\": \\\"Supervising Art Director\\\", \\\"name\\\": \\\"Bruce Crone\\\"}, {\\\"credit_id\\\": \\\"59904bcdc3a368744202b9fb\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 27100, \\\"job\\\": \\\"Visual Effects Supervisor\\\", \\\"name\\\": \\\"Douglas Smith\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf7d\\\", \\\"department\\\": \\\"Writing\\\", \\\"gender\\\": 2, \\\"id\\\": 31026, \\\"job\\\": \\\"Screenplay\\\", \\\"name\\\": \\\"Larry Levin\\\"}, {\\\"credit_id\\\": \\\"58dd0c8592514140fa00c441\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"58dd0fb0c3a368227300bfad\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 49907, \\\"job\\\": \\\"Unit Production Manager\\\", \\\"name\\\": \\\"Michele Imperato\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bfb1\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 2, \\\"id\\\": 52112, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Steve Carr\\\"}, {\\\"credit_id\\\": \\\"5990471cc3a36874a302bbdc\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 52193, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"R.J. Kizer\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf95\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 56324, \\\"job\\\": \\\"Director of Photography\\\", \\\"name\\\": \\\"Daryn Okada\\\"}, {\\\"credit_id\\\": \\\"52fe43bb9251416c7501bf89\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 2, \\\"id\\\": 56053, \\\"job\\\": \\\"Producer\\\", \\\"name\\\": \\\"Joseph Singer\\\"}, {\\\"credit_id\\\": \\\"59904a06925141676602b701\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 57769, \\\"job\\\": \\\"Visual Effects Editor\\\", \\\"name\\\": \\\"Peter S. Elliot\\\"}, {\\\"credit_id\\\": \\\"58dd0d4c92514140fa00c4da\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 66921, \\\"job\\\": \\\"Co-Producer\\\", \\\"name\\\": \\\"Heidi Santelli\\\"}, {\\\"credit_id\\\": \\\"59905155c3a36874b402a906\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 91324, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Tom Villano\\\"}, {\\\"credit_id\\\": \\\"5990424a925141676602adf3\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 168214, \\\"job\\\": \\\"Makeup Artist\\\", \\\"name\\\": \\\"Judy Murdock\\\"}, {\\\"credit_id\\\": \\\"59904eae925141673e02da30\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 555085, \\\"job\\\": \\\"Still Photographer\\\", \\\"name\\\": \\\"Bruce McBroom\\\"}, {\\\"credit_id\\\": \\\"599041d0c3a36874a302b5e9\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1015965, \\\"job\\\": \\\"Makeup Department Head\\\", \\\"name\\\": \\\"Kris Evans\\\"}, {\\\"credit_id\\\": \\\"58dd11a2c3a368227300c14b\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1113659, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Iddo Lampton Enochs Jr.\\\"}, {\\\"credit_id\\\": \\\"59904b71925141675f02b7e7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1178615, \\\"job\\\": \\\"CG Supervisor\\\", \\\"name\\\": \\\"Liz Radley\\\"}, {\\\"credit_id\\\": \\\"59904fe5c3a368744202bf0c\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1319193, \\\"job\\\": \\\"Costume Supervisor\\\", \\\"name\\\": \\\"Donna Marcione Pollack\\\"}, {\\\"credit_id\\\": \\\"599044c4925141672302bc97\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1364403, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Frank McEldowney\\\"}, {\\\"credit_id\\\": \\\"59904694925141673e02cfd2\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1367505, \\\"job\\\": \\\"Dialogue Editor\\\", \\\"name\\\": \\\"Ted Caplan\\\"}, {\\\"credit_id\\\": \\\"5990439d925141675902ac1b\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1377216, \\\"job\\\": \\\"Art Department Coordinator\\\", \\\"name\\\": \\\"Gerald Lehtola\\\"}, {\\\"credit_id\\\": \\\"599045fb925141675f02b16c\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1378165, \\\"job\\\": \\\"Property Master\\\", \\\"name\\\": \\\"Mark Wade\\\"}, {\\\"credit_id\\\": \\\"58dd0fd0c3a368228a00abfb\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 1, \\\"id\\\": 1378749, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Patricia Klawonn\\\"}, {\\\"credit_id\\\": \\\"58dd1023c3a368227300c025\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1389585, \\\"job\\\": \\\"Set Designer\\\", \\\"name\\\": \\\"Bill Taliaferro\\\"}, {\\\"credit_id\\\": \\\"59904785c3a3687493029126\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1390527, \\\"job\\\": \\\"Sound Effects Editor\\\", \\\"name\\\": \\\"Dave Kulczycki\\\"}, {\\\"credit_id\\\": \\\"59905010925141675f02bd38\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1399322, \\\"job\\\": \\\"Set Costumer\\\", \\\"name\\\": \\\"Elizabeth Frank\\\"}, {\\\"credit_id\\\": \\\"59904d81925141670b02cf99\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 2, \\\"id\\\": 1400374, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Casey Hotchkiss\\\"}, {\\\"credit_id\\\": \\\"599046d2c3a3687493029074\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1404841, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Zack Davis\\\"}, {\\\"credit_id\\\": \\\"59904214c3a368746102979f\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1408278, \\\"job\\\": \\\"Hair Department Head\\\", \\\"name\\\": \\\"Erma Kent\\\"}, {\\\"credit_id\\\": \\\"599048b2925141670b02c97f\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1416153, \\\"job\\\": \\\"Supervising Sound Editor\\\", \\\"name\\\": \\\"Donald Sylvester\\\"}, {\\\"credit_id\\\": \\\"59904ad6c3a36874b402a1cc\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1416167, \\\"job\\\": \\\"Visual Effects Producer\\\", \\\"name\\\": \\\"John Kilkenny\\\"}, {\\\"credit_id\\\": \\\"56ae7d849251416357002915\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 1, \\\"id\\\": 1424894, \\\"job\\\": \\\"Hairstylist\\\", \\\"name\\\": \\\"Camille Friend\\\"}, {\\\"credit_id\\\": \\\"599047ab925141674c02b48e\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1425343, \\\"job\\\": \\\"ADR Editor\\\", \\\"name\\\": \\\"Vanessa Lapato\\\"}, {\\\"credit_id\\\": \\\"59904951925141673902ae4e\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1442509, \\\"job\\\": \\\"Special Effects Coordinator\\\", \\\"name\\\": \\\"Alan E. Lorimer\\\"}, {\\\"credit_id\\\": \\\"59904427925141675902acc6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1451398, \\\"job\\\": \\\"Greensman\\\", \\\"name\\\": \\\"Bryan McBrien\\\"}, {\\\"credit_id\\\": \\\"59904629c3a368744202b2d6\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1453276, \\\"job\\\": \\\"Construction Coordinator\\\", \\\"name\\\": \\\"Butch West\\\"}, {\\\"credit_id\\\": \\\"599034bcc3a3687493027d17\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1454647, \\\"job\\\": \\\"Creator\\\", \\\"name\\\": \\\"Hugh Lofting\\\"}, {\\\"credit_id\\\": \\\"58dd11f1c3a36822ae00bc75\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 1, \\\"id\\\": 1457729, \\\"job\\\": \\\"Script Supervisor\\\", \\\"name\\\": \\\"Nancy Karlin\\\"}, {\\\"credit_id\\\": \\\"59904a8d925141675f02b6d8\\\", \\\"department\\\": \\\"Visual Effects\\\", \\\"gender\\\": 0, \\\"id\\\": 1496418, \\\"job\\\": \\\"Visual Effects Coordinator\\\", \\\"name\\\": \\\"Mitchell Ferm\\\"}, {\\\"credit_id\\\": \\\"599050e6925141674c02beef\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1550058, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Jim Harrison\\\"}, {\\\"credit_id\\\": \\\"58dd11b0c3a368223e00b7db\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1585159, \\\"job\\\": \\\"Location Scout\\\", \\\"name\\\": \\\"Jasan Sherman\\\"}, {\\\"credit_id\\\": \\\"5990453a925141673902a8ec\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1586888, \\\"job\\\": \\\"Sculptor\\\", \\\"name\\\": \\\"Thomas Meikle\\\"}, {\\\"credit_id\\\": \\\"5990506dc3a368747302c6e3\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1587383, \\\"job\\\": \\\"Music Supervisor\\\", \\\"name\\\": \\\"Spring Aspers\\\"}, {\\\"credit_id\\\": \\\"59904fbb925141672302c9ed\\\", \\\"department\\\": \\\"Costume & Make-Up\\\", \\\"gender\\\": 0, \\\"id\\\": 1610228, \\\"job\\\": \\\"Key Costumer\\\", \\\"name\\\": \\\"Craig Anthony\\\"}, {\\\"credit_id\\\": \\\"599047e3925141674c02b4cf\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 2, \\\"id\\\": 1737829, \\\"job\\\": \\\"Boom Operator\\\", \\\"name\\\": \\\"Harrison D. Marsh\\\"}, {\\\"credit_id\\\": \\\"58dd10b2c3a368228300b588\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1763970, \\\"job\\\": \\\"Casting Assistant\\\", \\\"name\\\": \\\"Nadia Lubbe Simon\\\"}, {\\\"credit_id\\\": \\\"58dd1052925141413c00beac\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786614, \\\"job\\\": \\\"Casting Associate\\\", \\\"name\\\": \\\"Diana Jaher\\\"}, {\\\"credit_id\\\": \\\"58dd11d5c3a368229d00b6a0\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 0, \\\"id\\\": 1786616, \\\"job\\\": \\\"Location Manager\\\", \\\"name\\\": \\\"Craig W. van Gundy\\\"}, {\\\"credit_id\\\": \\\"58dd1254c3a368227300c1e6\\\", \\\"department\\\": \\\"Production\\\", \\\"gender\\\": 1, \\\"id\\\": 1786618, \\\"job\\\": \\\"Production Coordinator\\\", \\\"name\\\": \\\"Kris Fullan Martinez\\\"}, {\\\"credit_id\\\": \\\"599042f4c3a368744202aefa\\\", \\\"department\\\": \\\"Art\\\", \\\"gender\\\": 0, \\\"id\\\": 1868861, \\\"job\\\": \\\"Painter\\\", \\\"name\\\": \\\"Joe A. Hawthorne\\\"}, {\\\"credit_id\\\": \\\"5990448e925141675f02afa7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868865, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert McDonald\\\"}, {\\\"credit_id\\\": \\\"59904571925141670b02c572\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868867, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Robert Prchal\\\"}, {\\\"credit_id\\\": \\\"599045da925141673902a9d7\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 0, \\\"id\\\": 1868868, \\\"job\\\": \\\"Propmaker\\\", \\\"name\\\": \\\"Hal Schlax\\\"}, {\\\"credit_id\\\": \\\"59904c34925141675f02b8bc\\\", \\\"department\\\": \\\"Crew\\\", \\\"gender\\\": 2, \\\"id\\\": 1868877, \\\"job\\\": \\\"Stunt Coordinator\\\", \\\"name\\\": \\\"John Molo\\\"}, {\\\"credit_id\\\": \\\"59904cac925141673e02d7a8\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868878, \\\"job\\\": \\\"Camera Operator\\\", \\\"name\\\": \\\"Todd Dos Reis\\\"}, {\\\"credit_id\\\": \\\"59904d04925141676602ba9a\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868879, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Jason D. Hodges\\\"}, {\\\"credit_id\\\": \\\"59904d3bc3a36874b402a4b0\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868880, \\\"job\\\": \\\"Key Grip\\\", \\\"name\\\": \\\"Mike Hodges\\\"}, {\\\"credit_id\\\": \\\"59904df0925141672302c7da\\\", \\\"department\\\": \\\"Lighting\\\", \\\"gender\\\": 0, \\\"id\\\": 1868881, \\\"job\\\": \\\"Gaffer\\\", \\\"name\\\": \\\"Kal Manning\\\"}, {\\\"credit_id\\\": \\\"59904ede925141675f02bbe6\\\", \\\"department\\\": \\\"Camera\\\", \\\"gender\\\": 0, \\\"id\\\": 1868889, \\\"job\\\": \\\"Dolly Grip\\\", \\\"name\\\": \\\"Larry McCarron\\\"}, {\\\"credit_id\\\": \\\"59905109925141673e02dcde\\\", \\\"department\\\": \\\"Sound\\\", \\\"gender\\\": 0, \\\"id\\\": 1868892, \\\"job\\\": \\\"Music Editor\\\", \\\"name\\\": \\\"Kim Strand\\\"}]\",\n          \"[{\\\"credit_id\\\": \\\"535c348b0e0a264fe1001e9f\\\", \\\"department\\\": \\\"Directing\\\", \\\"gender\\\": 0, \\\"id\\\": 1314011, \\\"job\\\": \\\"Director\\\", \\\"name\\\": \\\"Nathan Smith Jones\\\"}]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def fetch_director(obj):\n",
        "    L = []\n",
        "    for i in ast.literal_eval(obj):\n",
        "        if i['job'] == 'Director':\n",
        "            L.append(i['name'])\n",
        "            break\n",
        "    return L"
      ],
      "metadata": {
        "id": "zT9gasGONlLb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['crew'].apply(fetch_director)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RVM6CNyVNo5p",
        "outputId": "826047df-10fa-459b-e7ed-9c8a42e278b2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0           [James Cameron]\n",
              "1          [Gore Verbinski]\n",
              "2              [Sam Mendes]\n",
              "3       [Christopher Nolan]\n",
              "4          [Andrew Stanton]\n",
              "               ...         \n",
              "4804     [Robert Rodriguez]\n",
              "4805         [Edward Burns]\n",
              "4806          [Scott Smith]\n",
              "4807          [Daniel Hsia]\n",
              "4808     [Brian Herzlinger]\n",
              "Name: crew, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['crew'] = movies['crew'].apply(fetch_director)"
      ],
      "metadata": {
        "id": "pFAeJRsqNqPf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 98
        },
        "id": "s-uev5p0NwjP",
        "outputId": "057cb881-1674-4d0a-887d-202af53ad65e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                           overview  \\\n",
              "0     19995  Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "\n",
              "                                               cast             crew  \n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]  [James Cameron]  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a32b9796-0733-4dd3-bb73-cd86b7e11c72\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
              "      <td>[James Cameron]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a32b9796-0733-4dd3-bb73-cd86b7e11c72')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-a32b9796-0733-4dd3-bb73-cd86b7e11c72 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-a32b9796-0733-4dd3-bb73-cd86b7e11c72');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          \"When the Switchblade, the most sophisticated prototype stealth fighter created yet, is stolen from the U.S. government, one of the United States' top spies, Alex Scott, is called to action. What he doesn't expect is to get teamed up with a cocky civilian, World Class Boxing Champion Kelly Robinson, on a dangerous top secret espionage mission. Their assignment: using equal parts skill and humor, catch Arnold Gundars, one of the world's most successful arms dealers.\",\n          \"In 1931, three aboriginal girls escape after being plucked from their homes to be trained as domestic staff and set off on a trek across the Outback.\",\n          \"Kyle Fisher has one last night to celebrate life as a single man before marrying Laura, so he sets out to Vegas with four of his best buddies. But a drug and alcohol filled night on the town with a stripper who goes all the way, turns into a cold night in the desert with shovels when the stripper goes all the way into a body bag after dying in their bathroom. And that's just the first of the bodies to pile up before Kyle can walk down the aisle...\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['overview'].apply(lambda x:x.split())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "I29XTEaON7Qx",
        "outputId": "e039a27b-9c49-4e45-b1e2-961ceb3bd254"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       [In, the, 22nd, century,, a, paraplegic, Marin...\n",
              "1       [Captain, Barbossa,, long, believed, to, be, d...\n",
              "2       [A, cryptic, message, from, Bond’s, past, send...\n",
              "3       [Following, the, death, of, District, Attorney...\n",
              "4       [John, Carter, is, a, war-weary,, former, mili...\n",
              "                              ...                        \n",
              "4804    [El, Mariachi, just, wants, to, play, his, gui...\n",
              "4805    [A, newlywed, couple's, honeymoon, is, upended...\n",
              "4806    [\"Signed,, Sealed,, Delivered\", introduces, a,...\n",
              "4807    [When, ambitious, New, York, attorney, Sam, is...\n",
              "4808    [Ever, since, the, second, grade, when, he, fi...\n",
              "Name: overview, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['overview']=movies['overview'].apply(lambda x:x.split())"
      ],
      "metadata": {
        "id": "zP7xNz1MN_Yl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 98
        },
        "id": "SER2puA4OBaQ",
        "outputId": "57442d2d-4b49-4119-c6ab-c5f93557e7dd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                           overview  \\\n",
              "0     19995  Avatar  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
              "\n",
              "                                          genres  \\\n",
              "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [culture clash, future, space war, space colon...   \n",
              "\n",
              "                                               cast             crew  \n",
              "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]  [James Cameron]  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-003e4aa2-3087-44c2-b952-3a545610a222\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
              "      <td>[culture clash, future, space war, space colon...</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
              "      <td>[James Cameron]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-003e4aa2-3087-44c2-b952-3a545610a222')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-003e4aa2-3087-44c2-b952-3a545610a222 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-003e4aa2-3087-44c2-b952-3a545610a222');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['genres'].apply(lambda x:[i.replace(\" \",\"\") for i in x ])\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lTngWra4OI0r",
        "outputId": "8608cd12-6d62-47fc-ffe6-bb99741ddccd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       [Action, Adventure, Fantasy, ScienceFiction]\n",
              "1                       [Adventure, Fantasy, Action]\n",
              "2                         [Action, Adventure, Crime]\n",
              "3                   [Action, Crime, Drama, Thriller]\n",
              "4                [Action, Adventure, ScienceFiction]\n",
              "                            ...                     \n",
              "4804                       [Action, Crime, Thriller]\n",
              "4805                               [Comedy, Romance]\n",
              "4806               [Comedy, Drama, Romance, TVMovie]\n",
              "4807                                              []\n",
              "4808                                   [Documentary]\n",
              "Name: genres, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['genres']=movies['genres'].apply(lambda x:[i.replace(\" \",\"\") for i in x ])\n",
        "movies['keywords']=movies['keywords'].apply(lambda x:[i.replace(\" \",\"\") for i in x ])\n",
        "movies['cast']=movies['cast'].apply(lambda x:[i.replace(\" \",\"\") for i in x ])\n",
        "movies['crew']=movies['crew'].apply(lambda x:[i.replace(\" \",\"\") for i in x ])"
      ],
      "metadata": {
        "id": "FQjRmsBtOVvp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 98
        },
        "id": "tT19HDi8OZjh",
        "outputId": "6586011a-9298-4528-f7c2-5abd5f73673d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                           overview  \\\n",
              "0     19995  Avatar  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
              "\n",
              "                                         genres  \\\n",
              "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [cultureclash, future, spacewar, spacecolony, ...   \n",
              "\n",
              "                                            cast            crew  \n",
              "0  [SamWorthington, ZoeSaldana, SigourneyWeaver]  [JamesCameron]  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-55535aa7-24b5-48bc-a2fa-c80439f8c001\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
              "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
              "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
              "      <td>[JamesCameron]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-55535aa7-24b5-48bc-a2fa-c80439f8c001')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-55535aa7-24b5-48bc-a2fa-c80439f8c001 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-55535aa7-24b5-48bc-a2fa-c80439f8c001');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['tags'] = movies['overview'] + movies['genres'] + movies['keywords'] + movies['cast'] + movies['crew']"
      ],
      "metadata": {
        "id": "s3va9oi0Okji"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 98
        },
        "id": "ObTOwOoWOnre",
        "outputId": "934e84dd-017e-4fb4-a631-710412ec036a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                           overview  \\\n",
              "0     19995  Avatar  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
              "\n",
              "                                         genres  \\\n",
              "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [cultureclash, future, spacewar, spacecolony, ...   \n",
              "\n",
              "                                            cast            crew  \\\n",
              "0  [SamWorthington, ZoeSaldana, SigourneyWeaver]  [JamesCameron]   \n",
              "\n",
              "                                                tags  \n",
              "0  [In, the, 22nd, century,, a, paraplegic, Marin...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9b4425af-47b2-4c44-bbb0-8ad3382fe8b9\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "      <th>tags</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
              "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
              "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
              "      <td>[JamesCameron]</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9b4425af-47b2-4c44-bbb0-8ad3382fe8b9')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-9b4425af-47b2-4c44-bbb0-8ad3382fe8b9 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-9b4425af-47b2-4c44-bbb0-8ad3382fe8b9');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df=movies[['movie_id', 'title', 'tags']]"
      ],
      "metadata": {
        "id": "RqDfjje1O3Jm"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 98
        },
        "id": "F57ZU4EqO6fo",
        "outputId": "21133d16-c361-4a56-ed14-3b38602d2055"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id   title                                           overview  \\\n",
              "0     19995  Avatar  [In, the, 22nd, century,, a, paraplegic, Marin...   \n",
              "\n",
              "                                         genres  \\\n",
              "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
              "\n",
              "                                            keywords  \\\n",
              "0  [cultureclash, future, spacewar, spacecolony, ...   \n",
              "\n",
              "                                            cast            crew  \\\n",
              "0  [SamWorthington, ZoeSaldana, SigourneyWeaver]  [JamesCameron]   \n",
              "\n",
              "                                                tags  \n",
              "0  [In, the, 22nd, century,, a, paraplegic, Marin...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-46894a81-6c4a-41fe-b378-86182ccdf719\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
              "      <th>tags</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
              "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
              "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
              "      <td>[JamesCameron]</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-46894a81-6c4a-41fe-b378-86182ccdf719')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-46894a81-6c4a-41fe-b378-86182ccdf719 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-46894a81-6c4a-41fe-b378-86182ccdf719');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "movies",
              "summary": "{\n  \"name\": \"movies\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overview\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genres\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"keywords\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"cast\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"crew\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "1qyEf1j4PH9Z",
        "outputId": "4b404141-5c7b-4e8e-af91-0026af714669"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      movie_id                                     title  \\\n",
              "0        19995                                    Avatar   \n",
              "1          285  Pirates of the Caribbean: At World's End   \n",
              "2       206647                                   Spectre   \n",
              "3        49026                     The Dark Knight Rises   \n",
              "4        49529                               John Carter   \n",
              "...        ...                                       ...   \n",
              "4804      9367                               El Mariachi   \n",
              "4805     72766                                 Newlyweds   \n",
              "4806    231617                 Signed, Sealed, Delivered   \n",
              "4807    126186                          Shanghai Calling   \n",
              "4808     25975                         My Date with Drew   \n",
              "\n",
              "                                                   tags  \n",
              "0     [In, the, 22nd, century,, a, paraplegic, Marin...  \n",
              "1     [Captain, Barbossa,, long, believed, to, be, d...  \n",
              "2     [A, cryptic, message, from, Bond’s, past, send...  \n",
              "3     [Following, the, death, of, District, Attorney...  \n",
              "4     [John, Carter, is, a, war-weary,, former, mili...  \n",
              "...                                                 ...  \n",
              "4804  [El, Mariachi, just, wants, to, play, his, gui...  \n",
              "4805  [A, newlywed, couple's, honeymoon, is, upended...  \n",
              "4806  [\"Signed,, Sealed,, Delivered\", introduces, a,...  \n",
              "4807  [When, ambitious, New, York, attorney, Sam, is...  \n",
              "4808  [Ever, since, the, second, grade, when, he, fi...  \n",
              "\n",
              "[4806 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-538c82ca-8cf2-47ed-85ec-8176123485d8\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>tags</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[In, the, 22nd, century,, a, paraplegic, Marin...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>[Captain, Barbossa,, long, believed, to, be, d...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>[A, cryptic, message, from, Bond’s, past, send...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>[Following, the, death, of, District, Attorney...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>[John, Carter, is, a, war-weary,, former, mili...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4804</th>\n",
              "      <td>9367</td>\n",
              "      <td>El Mariachi</td>\n",
              "      <td>[El, Mariachi, just, wants, to, play, his, gui...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4805</th>\n",
              "      <td>72766</td>\n",
              "      <td>Newlyweds</td>\n",
              "      <td>[A, newlywed, couple's, honeymoon, is, upended...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4806</th>\n",
              "      <td>231617</td>\n",
              "      <td>Signed, Sealed, Delivered</td>\n",
              "      <td>[\"Signed,, Sealed,, Delivered\", introduces, a,...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4807</th>\n",
              "      <td>126186</td>\n",
              "      <td>Shanghai Calling</td>\n",
              "      <td>[When, ambitious, New, York, attorney, Sam, is...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4808</th>\n",
              "      <td>25975</td>\n",
              "      <td>My Date with Drew</td>\n",
              "      <td>[Ever, since, the, second, grade, when, he, fi...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4806 rows × 3 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-538c82ca-8cf2-47ed-85ec-8176123485d8')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-538c82ca-8cf2-47ed-85ec-8176123485d8 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-538c82ca-8cf2-47ed-85ec-8176123485d8');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-c1377bda-24c9-4c9e-9151-a4e750b0805f\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c1377bda-24c9-4c9e-9151-a4e750b0805f')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-c1377bda-24c9-4c9e-9151-a4e750b0805f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_95813ca9-e26c-4fe3-8d5f-a73bedeb76b3\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('new_df')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_95813ca9-e26c-4fe3-8d5f-a73bedeb76b3 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('new_df');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "new_df",
              "summary": "{\n  \"name\": \"new_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['tags'].apply(lambda x:\" \".join(x))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CDF1KE3xPQbZ",
        "outputId": "f437140c-3fde-4457-b7aa-86e1ccbcc3a1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       In the 22nd century, a paraplegic Marine is di...\n",
              "1       Captain Barbossa, long believed to be dead, ha...\n",
              "2       A cryptic message from Bond’s past sends him o...\n",
              "3       Following the death of District Attorney Harve...\n",
              "4       John Carter is a war-weary, former military ca...\n",
              "                              ...                        \n",
              "4804    El Mariachi just wants to play his guitar and ...\n",
              "4805    A newlywed couple's honeymoon is upended by th...\n",
              "4806    \"Signed, Sealed, Delivered\" introduces a dedic...\n",
              "4807    When ambitious New York attorney Sam is sent t...\n",
              "4808    Ever since the second grade when he first saw ...\n",
              "Name: tags, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['tags']=new_df['tags'].apply(lambda x:\" \".join(x))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QBTEX0RdPW3n",
        "outputId": "f16fb954-b151-4df1-849a-19653fd1154e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-51-53a061086f2e>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['tags']=new_df['tags'].apply(lambda x:\" \".join(x))\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "W15ZC_hvPfgT",
        "outputId": "50f4fd2a-dfc6-421e-c145-181d3a5d83d2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   movie_id                                     title  \\\n",
              "0     19995                                    Avatar   \n",
              "1       285  Pirates of the Caribbean: At World's End   \n",
              "2    206647                                   Spectre   \n",
              "3     49026                     The Dark Knight Rises   \n",
              "4     49529                               John Carter   \n",
              "\n",
              "                                                tags  \n",
              "0  In the 22nd century, a paraplegic Marine is di...  \n",
              "1  Captain Barbossa, long believed to be dead, ha...  \n",
              "2  A cryptic message from Bond’s past sends him o...  \n",
              "3  Following the death of District Attorney Harve...  \n",
              "4  John Carter is a war-weary, former military ca...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2020fac3-32dc-4ad3-a39a-b3405b4029e8\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>movie_id</th>\n",
              "      <th>title</th>\n",
              "      <th>tags</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>285</td>\n",
              "      <td>Pirates of the Caribbean: At World's End</td>\n",
              "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
              "      <td>Spectre</td>\n",
              "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>49026</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>49529</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>John Carter is a war-weary, former military ca...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2020fac3-32dc-4ad3-a39a-b3405b4029e8')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-2020fac3-32dc-4ad3-a39a-b3405b4029e8 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2020fac3-32dc-4ad3-a39a-b3405b4029e8');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-6fed73fa-1b7e-4a2e-9cec-d9b425cda4eb\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6fed73fa-1b7e-4a2e-9cec-d9b425cda4eb')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-6fed73fa-1b7e-4a2e-9cec-d9b425cda4eb button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "new_df",
              "summary": "{\n  \"name\": \"new_df\",\n  \"rows\": 4806,\n  \"fields\": [\n    {\n      \"column\": \"movie_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 88309,\n        \"min\": 5,\n        \"max\": 447027,\n        \"num_unique_values\": 4800,\n        \"samples\": [\n          8427,\n          9555,\n          10029\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4797,\n        \"samples\": [\n          \"Two Brothers\",\n          \"From Paris with Love\",\n          \"Walk the Line\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tags\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4806,\n        \"samples\": [\n          \"An emotionally-beaten man with his young daughter moves to his ancestral home in Newfoundland to reclaim his life. Drama Romance sex adultery basedonnovel fishing isolation kidnapping newfoundland survival reporter drunk KevinSpacey JulianneMoore CateBlanchett LasseHallstr\\u00f6m\",\n          \"Special Agent Strahm is dead, and Detective Hoffman has emerged as the unchallenged successor to Jigsaw's legacy. However, when the FBI draws closer to Hoffman, he is forced to set a game into motion, and Jigsaw's grand scheme is finally understood. Horror Mystery aftercreditsstinger TobinBell CostasMandylor BetsyRussell KevinGreutert\",\n          \"Combat has taken its toll on Rambo, but he's finally begun to find inner peace in a monastery. When Rambo's friend and mentor Col. Trautman asks for his help on a top secret mission to Afghanistan, Rambo declines but must reconsider when Trautman is captured. Action Adventure Thriller War competition submachinegun sovietunion liberation russian soviettroops thailand freedomfighter afghanistan waronfreedom machinegun mujahid realityshow western japanesefood soapopera SylvesterStallone RichardCrenna KurtwoodSmith PeterMacDonald\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['tags'].apply(lambda x:x.lower())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o4gBi8DmPvgT",
        "outputId": "b62f0559-9af5-4d4d-d918-9d2d43185276"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       in the 22nd century, a paraplegic marine is di...\n",
              "1       captain barbossa, long believed to be dead, ha...\n",
              "2       a cryptic message from bond’s past sends him o...\n",
              "3       following the death of district attorney harve...\n",
              "4       john carter is a war-weary, former military ca...\n",
              "                              ...                        \n",
              "4804    el mariachi just wants to play his guitar and ...\n",
              "4805    a newlywed couple's honeymoon is upended by th...\n",
              "4806    \"signed, sealed, delivered\" introduces a dedic...\n",
              "4807    when ambitious new york attorney sam is sent t...\n",
              "4808    ever since the second grade when he first saw ...\n",
              "Name: tags, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['tags']=new_df['tags'].apply(lambda x:x.lower())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n7aVo8-xPzSK",
        "outputId": "34ada911-6d61-4e92-e044-6fd99515d74c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-54-242d679aab18>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['tags']=new_df['tags'].apply(lambda x:x.lower())\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "cv = CountVectorizer(max_features=5000,stop_words='english')\n"
      ],
      "metadata": {
        "id": "xVdPrF3cP9pb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cv.fit_transform(new_df['tags']).toarray().shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oYx4owwcQCgN",
        "outputId": "39a0f1b3-9952-4099-b472-317e6b71ec3c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4806, 5000)"
            ]
          },
          "metadata": {},
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cv.fit_transform(new_df['tags']).toarray()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qDSPxyupQHiq",
        "outputId": "70536d90-a441-4e40-d9cb-57e21a61e336"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       ...,\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0]])"
            ]
          },
          "metadata": {},
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vectors=cv.fit_transform(new_df['tags']).toarray()"
      ],
      "metadata": {
        "id": "AL_ijJooQN7S"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vectors"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7kMxUf4GQST9",
        "outputId": "88a47ea6-db29-4c2f-a8b1-78999c76bd35"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       ...,\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0]])"
            ]
          },
          "metadata": {},
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cv.get_feature_names_out()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GbnQUpiiQYI-",
        "outputId": "91b124ea-c13e-4bd3-ed87-32c4a5636a15"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['000', '007', '10', ..., 'zone', 'zoo', 'zooeydeschanel'],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 60
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(cv.get_feature_names_out())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hvB_PJg8QjtN",
        "outputId": "c55b1532-f2bd-49a7-fd61-a571505b48fb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5000"
            ]
          },
          "metadata": {},
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import nltk\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "ps=PorterStemmer()"
      ],
      "metadata": {
        "id": "W6vMMPiUQpiu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def stem(text):\n",
        "    y = []\n",
        "    for i in text.split():\n",
        "        y.append(ps.stem(i))\n",
        "    return \" \".join(y)\n"
      ],
      "metadata": {
        "id": "Sl3TYxbOQvOC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk.stem import PorterStemmer\n",
        "stemmer = PorterStemmer()\n",
        "\n",
        "text = \"In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization. Action Adventure Fantasy ScienceFiction cultureclash future spacewar spacecolony society spacetravel futuristic romance space alien tribe alienplanet cgi marine soldier battle loveaffair antiwar powerrelations mindandsoul 3d SamWorthington ZoeSaldana SigourneyWeaver JamesCameron\"\n",
        "\n",
        "stemmed_text = \" \".join([stemmer.stem(word) for word in text.split()])"
      ],
      "metadata": {
        "id": "bAlOGt9IQ5rd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['tags'].apply(stem)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Lkbui4YsRID6",
        "outputId": "f0337cf5-5be4-4113-eab4-13dc6983053f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       in the 22nd century, a parapleg marin is dispa...\n",
              "1       captain barbossa, long believ to be dead, ha c...\n",
              "2       a cryptic messag from bond’ past send him on a...\n",
              "3       follow the death of district attorney harvey d...\n",
              "4       john carter is a war-weary, former militari ca...\n",
              "                              ...                        \n",
              "4804    el mariachi just want to play hi guitar and ca...\n",
              "4805    a newlyw couple' honeymoon is upend by the arr...\n",
              "4806    \"signed, sealed, delivered\" introduc a dedic q...\n",
              "4807    when ambiti new york attorney sam is sent to s...\n",
              "4808    ever sinc the second grade when he first saw h...\n",
              "Name: tags, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 81
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['tags']=new_df['tags'].apply(stem)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bvfx81T6RPlI",
        "outputId": "4e9a0cd6-ad68-4ff5-cabf-dae1f9285899"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-80-402dd7cb6b10>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['tags']=new_df['tags'].apply(stem)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics.pairwise import cosine_similarity\n"
      ],
      "metadata": {
        "id": "UDNwORhRRU1_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cosine_similarity(vectors)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K5nhXuKlRioE",
        "outputId": "f42fb81e-71fc-44de-f7e7-662586515514"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[1.        , 0.08964215, 0.05976143, ..., 0.02519763, 0.02817181,\n",
              "        0.        ],\n",
              "       [0.08964215, 1.        , 0.0625    , ..., 0.02635231, 0.        ,\n",
              "        0.        ],\n",
              "       [0.05976143, 0.0625    , 1.        , ..., 0.02635231, 0.        ,\n",
              "        0.        ],\n",
              "       ...,\n",
              "       [0.02519763, 0.02635231, 0.02635231, ..., 1.        , 0.0745356 ,\n",
              "        0.04836508],\n",
              "       [0.02817181, 0.        , 0.        , ..., 0.0745356 , 1.        ,\n",
              "        0.05407381],\n",
              "       [0.        , 0.        , 0.        , ..., 0.04836508, 0.05407381,\n",
              "        1.        ]])"
            ]
          },
          "metadata": {},
          "execution_count": 68
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming vectors is your variable holding the vectors\n",
        "print(\"Current data type:\", vectors.dtype)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qNSz_X1-fmbK",
        "outputId": "9d9131cf-6c07-45a3-842b-3272ec5bb839"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Current data type: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "similarity=cosine_similarity(vectors)"
      ],
      "metadata": {
        "id": "RIoKVnShRrbf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "similarity[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OEhMM9hHRywp",
        "outputId": "663fa621-00bc-4573-e1a7-0acfea4659f8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1.        , 0.08964215, 0.05976143, ..., 0.02519763, 0.02817181,\n",
              "       0.        ])"
            ]
          },
          "metadata": {},
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "enumerate(similarity[0])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QTOd5UAnR3mw",
        "outputId": "4e17c6f0-48f9-4917-93e3-f6ab65474005"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<enumerate at 0x7ee72bbabe80>"
            ]
          },
          "metadata": {},
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "list(enumerate(similarity[0]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "axvN7idhR8aB",
        "outputId": "1a2c4a34-4c7b-42b3-8f03-1b25c474c0e5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(0, 1.0),\n",
              " (1, 0.08964214570007951),\n",
              " (2, 0.059761430466719674),\n",
              " (3, 0.03984095364447979),\n",
              " (4, 0.18257418583505536),\n",
              " (5, 0.1183452670827877),\n",
              " (6, 0.02258769757263128),\n",
              " (7, 0.1763834207376394),\n",
              " (8, 0.061721339984836754),\n",
              " (9, 0.07644707871564382),\n",
              " (10, 0.11769797726729994),\n",
              " (11, 0.081199794294115),\n",
              " (12, 0.09583148474999097),\n",
              " (13, 0.04733810683311508),\n",
              " (14, 0.11428571428571427),\n",
              " (15, 0.05096471914376255),\n",
              " (16, 0.08226127456606226),\n",
              " (17, 0.15026857675938213),\n",
              " (18, 0.1129384878631564),\n",
              " (19, 0.08728715609439694),\n",
              " (20, 0.058167505074711086),\n",
              " (21, 0.09583148474999097),\n",
              " (22, 0.07049073768502413),\n",
              " (23, 0.09583148474999097),\n",
              " (24, 0.0563436169819011),\n",
              " (25, 0.036454130828824455),\n",
              " (26, 0.17142857142857143),\n",
              " (27, 0.1893524273324603),\n",
              " (28, 0.12555296411486888),\n",
              " (29, 0.07100716024967263),\n",
              " (30, 0.07319250547113999),\n",
              " (31, 0.16265001215808886),\n",
              " (32, 0.09116846116771035),\n",
              " (33, 0.10350983390135313),\n",
              " (34, 0.0),\n",
              " (35, 0.10350983390135313),\n",
              " (36, 0.18478728707195913),\n",
              " (37, 0.08451542547285165),\n",
              " (38, 0.0628970902033151),\n",
              " (39, 0.08827348295047496),\n",
              " (40, 0.0563436169819011),\n",
              " (41, 0.14638501094227999),\n",
              " (42, 0.0),\n",
              " (43, 0.09759000729485333),\n",
              " (44, 0.03984095364447979),\n",
              " (45, 0.09116846116771035),\n",
              " (46, 0.1765469659009499),\n",
              " (47, 0.2164218276749025),\n",
              " (48, 0.06776309271789384),\n",
              " (49, 0.06388765649999398),\n",
              " (50, 0.12143534814378325),\n",
              " (51, 0.086568731069961),\n",
              " (52, 0.1389425035941821),\n",
              " (53, 0.04984447862792268),\n",
              " (54, 0.035245368842512066),\n",
              " (55, 0.07859774918918593),\n",
              " (56, 0.14414999403128942),\n",
              " (57, 0.028988551782622416),\n",
              " (58, 0.04688072309384954),\n",
              " (59, 0.08024108542850393),\n",
              " (60, 0.028571428571428567),\n",
              " (61, 0.22131333406899523),\n",
              " (62, 0.08199200616907877),\n",
              " (63, 0.09200874124564722),\n",
              " (64, 0.03138824102871722),\n",
              " (65, 0.020965696734438367),\n",
              " (66, 0.02492223931396134),\n",
              " (67, 0.17928429140015903),\n",
              " (68, 0.13522468075656266),\n",
              " (69, 0.0520265981714472),\n",
              " (70, 0.08696565534786725),\n",
              " (71, 0.081199794294115),\n",
              " (72, 0.12344267996967351),\n",
              " (73, 0.03688555567816587),\n",
              " (74, 0.22677868380553634),\n",
              " (75, 0.09107651110783743),\n",
              " (76, 0.07733088933397005),\n",
              " (77, 0.014824986333222025),\n",
              " (78, 0.0515539262226467),\n",
              " (79, 0.0791945516022682),\n",
              " (80, 0.03450327796711771),\n",
              " (81, 0.11710800875382396),\n",
              " (82, 0.08336550215650926),\n",
              " (83, 0.22190115272469205),\n",
              " (84, 0.1456438162508838),\n",
              " (85, 0.10631548679075009),\n",
              " (86, 0.08827348295047496),\n",
              " (87, 0.11595420713048966),\n",
              " (88, 0.09107651110783743),\n",
              " (89, 0.06121333677828399),\n",
              " (90, 0.06506000486323554),\n",
              " (91, 0.15971914124998493),\n",
              " (92, 0.0703210846407743),\n",
              " (93, 0.05096471914376255),\n",
              " (94, 0.16574838603294897),\n",
              " (95, 0.12461119656980668),\n",
              " (96, 0.08964214570007951),\n",
              " (97, 0.07476671794188401),\n",
              " (98, 0.09107651110783743),\n",
              " (99, 0.029424494316824985),\n",
              " (100, 0.07377111135633174),\n",
              " (101, 0.08827348295047496),\n",
              " (102, 0.11194341570991125),\n",
              " (103, 0.0880237696271323),\n",
              " (104, 0.059761430466719674),\n",
              " (105, 0.10811249552346706),\n",
              " (106, 0.0447773662839645),\n",
              " (107, 0.09200874124564722),\n",
              " (108, 0.16903085094570328),\n",
              " (109, 0.07968190728895957),\n",
              " (110, 0.024655683636076894),\n",
              " (111, 0.15179418517972906),\n",
              " (112, 0.09258200997725513),\n",
              " (113, 0.052164053095730106),\n",
              " (114, 0.0515539262226467),\n",
              " (115, 0.055577001437672836),\n",
              " (116, 0.057142857142857134),\n",
              " (117, 0.060717674071891624),\n",
              " (118, 0.017622684421256033),\n",
              " (119, 0.04829452884162951),\n",
              " (120, 0.0),\n",
              " (121, 0.09107651110783743),\n",
              " (122, 0.09759000729485331),\n",
              " (123, 0.12327841818038447),\n",
              " (124, 0.06776309271789384),\n",
              " (125, 0.08021849185198157),\n",
              " (126, 0.11595420713048966),\n",
              " (127, 0.13662601021279464),\n",
              " (128, 0.0),\n",
              " (129, 0.10559273546969093),\n",
              " (130, 0.03194382824999699),\n",
              " (131, 0.1126872339638022),\n",
              " (132, 0.04733810683311508),\n",
              " (133, 0.033806170189140665),\n",
              " (134, 0.13522468075656266),\n",
              " (135, 0.0),\n",
              " (136, 0.025482359571881275),\n",
              " (137, 0.03450327796711771),\n",
              " (138, 0.08336550215650926),\n",
              " (139, 0.10910894511799617),\n",
              " (140, 0.05096471914376255),\n",
              " (141, 0.11633501014942217),\n",
              " (142, 0.0994490316197694),\n",
              " (143, 0.06965451903188581),\n",
              " (144, 0.055577001437672836),\n",
              " (145, 0.02258769757263128),\n",
              " (146, 0.017434201093860163),\n",
              " (147, 0.06277648205743444),\n",
              " (148, 0.1057361065275362),\n",
              " (149, 0.1717355162964367),\n",
              " (150, 0.1901597073139162),\n",
              " (151, 0.19920476822239894),\n",
              " (152, 0.06388765649999398),\n",
              " (153, 0.08586775814821836),\n",
              " (154, 0.033149677206589796),\n",
              " (155, 0.0),\n",
              " (156, 0.06716604942594674),\n",
              " (157, 0.1057361065275362),\n",
              " (158, 0.15289415743128765),\n",
              " (159, 0.06761234037828133),\n",
              " (160, 0.09569487529386908),\n",
              " (161, 0.035245368842512066),\n",
              " (162, 0.03688555567816587),\n",
              " (163, 0.052796367734845466),\n",
              " (164, 0.09258200997725513),\n",
              " (165, 0.05039526306789696),\n",
              " (166, 0.11952286093343935),\n",
              " (167, 0.06761234037828133),\n",
              " (168, 0.16035674514745463),\n",
              " (169, 0.11952286093343936),\n",
              " (170, 0.09200874124564722),\n",
              " (171, 0.029880715233359837),\n",
              " (172, 0.15118578920369088),\n",
              " (173, 0.02492223931396134),\n",
              " (174, 0.11115400287534567),\n",
              " (175, 0.0515539262226467),\n",
              " (176, 0.030860669992418377),\n",
              " (177, 0.0),\n",
              " (178, 0.02577696311132335),\n",
              " (179, 0.07755667343294811),\n",
              " (180, 0.023002185311411804),\n",
              " (181, 0.02344036154692477),\n",
              " (182, 0.10826639239215334),\n",
              " (183, 0.07466533929465573),\n",
              " (184, 0.1825741858350554),\n",
              " (185, 0.055577001437672836),\n",
              " (186, 0.04040610178208843),\n",
              " (187, 0.14085904245475275),\n",
              " (188, 0.022792115291927588),\n",
              " (189, 0.08199200616907877),\n",
              " (190, 0.08386278693775347),\n",
              " (191, 0.05096471914376255),\n",
              " (192, 0.0),\n",
              " (193, 0.0880237696271323),\n",
              " (194, 0.0),\n",
              " (195, 0.06506000486323554),\n",
              " (196, 0.05797710356524483),\n",
              " (197, 0.047809144373375745),\n",
              " (198, 0.059761430466719674),\n",
              " (199, 0.11609086505314302),\n",
              " (200, 0.07968190728895957),\n",
              " (201, 0.0),\n",
              " (202, 0.03450327796711771),\n",
              " (203, 0.08827348295047496),\n",
              " (204, 0.02577696311132335),\n",
              " (205, 0.07968190728895957),\n",
              " (206, 0.1183452670827877),\n",
              " (207, 0.0857142857142857),\n",
              " (208, 0.1690308509457033),\n",
              " (209, 0.03779644730092272),\n",
              " (210, 0.05484084971070818),\n",
              " (211, 0.027066598098038335),\n",
              " (212, 0.07644707871564382),\n",
              " (213, 0.06492654830247076),\n",
              " (214, 0.029880715233359837),\n",
              " (215, 0.07319250547113999),\n",
              " (216, 0.06506000486323554),\n",
              " (217, 0.045584230583855176),\n",
              " (218, 0.042257712736425826),\n",
              " (219, 0.06629935441317959),\n",
              " (220, 0.18832944617230335),\n",
              " (221, 0.024655683636076894),\n",
              " (222, 0.09035079029052512),\n",
              " (223, 0.08336550215650926),\n",
              " (224, 0.06338656910463875),\n",
              " (225, 0.052796367734845466),\n",
              " (226, 0.029880715233359837),\n",
              " (227, 0.09258200997725513),\n",
              " (228, 0.12741179785940637),\n",
              " (229, 0.07755667343294811),\n",
              " (230, 0.08322503785764788),\n",
              " (231, 0.0),\n",
              " (232, 0.11952286093343935),\n",
              " (233, 0.1057361065275362),\n",
              " (234, 0.06776309271789384),\n",
              " (235, 0.059761430466719674),\n",
              " (236, 0.09583148474999097),\n",
              " (237, 0.06900655593423542),\n",
              " (238, 0.12777531299998796),\n",
              " (239, 0.11097419040461878),\n",
              " (240, 0.05096471914376255),\n",
              " (241, 0.08964214570007951),\n",
              " (242, 0.09416472308615166),\n",
              " (243, 0.09968895725584535),\n",
              " (244, 0.06277648205743444),\n",
              " (245, 0.09107651110783743),\n",
              " (246, 0.06601782722034923),\n",
              " (247, 0.0),\n",
              " (248, 0.04733810683311508),\n",
              " (249, 0.14414999403128942),\n",
              " (250, 0.0),\n",
              " (251, 0.042257712736425826),\n",
              " (252, 0.022792115291927588),\n",
              " (253, 0.06776309271789384),\n",
              " (254, 0.08226127456606226),\n",
              " (255, 0.0),\n",
              " (256, 0.08199200616907877),\n",
              " (257, 0.0857142857142857),\n",
              " (258, 0.02344036154692477),\n",
              " (259, 0.06388765649999398),\n",
              " (260, 0.25110592822973776),\n",
              " (261, 0.025482359571881275),\n",
              " (262, 0.07319250547113999),\n",
              " (263, 0.1057361065275362),\n",
              " (264, 0.0),\n",
              " (265, 0.029424494316824985),\n",
              " (266, 0.11115400287534567),\n",
              " (267, 0.07207499701564471),\n",
              " (268, 0.02742042485535409),\n",
              " (269, 0.033149677206589796),\n",
              " (270, 0.1031078524452934),\n",
              " (271, 0.0791945516022682),\n",
              " (272, 0.030860669992418377),\n",
              " (273, 0.024147264420814756),\n",
              " (274, 0.08095109602454656),\n",
              " (275, 0.12555296411486888),\n",
              " (276, 0.06629935441317959),\n",
              " (277, 0.06601782722034923),\n",
              " (278, 0.1031078524452934),\n",
              " (279, 0.1031078524452934),\n",
              " (280, 0.0),\n",
              " (281, 0.07319250547113999),\n",
              " (282, 0.030860669992418377),\n",
              " (283, 0.0),\n",
              " (284, 0.020348923188911988),\n",
              " (285, 0.022792115291927588),\n",
              " (286, 0.02258769757263128),\n",
              " (287, 0.02742042485535409),\n",
              " (288, 0.0),\n",
              " (289, 0.05039526306789696),\n",
              " (290, 0.06629935441317959),\n",
              " (291, 0.0563436169819011),\n",
              " (292, 0.10141851056742199),\n",
              " (293, 0.03194382824999699),\n",
              " (294, 0.11952286093343935),\n",
              " (295, 0.10968169942141635),\n",
              " (296, 0.041300810278220045),\n",
              " (297, 0.048795003647426664),\n",
              " (298, 0.0),\n",
              " (299, 0.041300810278220045),\n",
              " (300, 0.18478728707195913),\n",
              " (301, 0.1831403087002079),\n",
              " (302, 0.059761430466719674),\n",
              " (303, 0.028988551782622416),\n",
              " (304, 0.07207499701564471),\n",
              " (305, 0.19320245583349133),\n",
              " (306, 0.09416472308615166),\n",
              " (307, 0.10460520656316097),\n",
              " (308, 0.07049073768502413),\n",
              " (309, 0.06629935441317959),\n",
              " (310, 0.036244018814637485),\n",
              " (311, 0.1564921592871903),\n",
              " (312, 0.11115400287534567),\n",
              " (313, 0.07968190728895957),\n",
              " (314, 0.0),\n",
              " (315, 0.09107651110783743),\n",
              " (316, 0.0),\n",
              " (317, 0.0),\n",
              " (318, 0.0),\n",
              " (319, 0.07207499701564471),\n",
              " (320, 0.033806170189140665),\n",
              " (321, 0.0),\n",
              " (322, 0.22230800575069137),\n",
              " (323, 0.03253000243161777),\n",
              " (324, 0.026398183867422733),\n",
              " (325, 0.11338934190276817),\n",
              " (326, 0.059761430466719674),\n",
              " (327, 0.029424494316824985),\n",
              " (328, 0.0),\n",
              " (329, 0.08336550215650926),\n",
              " (330, 0.1126872339638022),\n",
              " (331, 0.04984447862792268),\n",
              " (332, 0.1449427589131121),\n",
              " (333, 0.030860669992418377),\n",
              " (334, 0.10690449676496976),\n",
              " (335, 0.055577001437672836),\n",
              " (336, 0.07377111135633174),\n",
              " (337, 0.024147264420814756),\n",
              " (338, 0.0),\n",
              " (339, 0.057142857142857134),\n",
              " (340, 0.052796367734845466),\n",
              " (341, 0.061721339984836754),\n",
              " (342, 0.13662601021279464),\n",
              " (343, 0.022792115291927588),\n",
              " (344, 0.03138824102871722),\n",
              " (345, 0.02366905341655754),\n",
              " (346, 0.0),\n",
              " (347, 0.0),\n",
              " (348, 0.06761234037828133),\n",
              " (349, 0.09258200997725513),\n",
              " (350, 0.05484084971070818),\n",
              " (351, 0.0),\n",
              " (352, 0.029880715233359837),\n",
              " (353, 0.023904572186687872),\n",
              " (354, 0.0),\n",
              " (355, 0.03984095364447979),\n",
              " (356, 0.09107651110783743),\n",
              " (357, 0.0),\n",
              " (358, 0.06506000486323554),\n",
              " (359, 0.03450327796711771),\n",
              " (360, 0.0),\n",
              " (361, 0.057142857142857134),\n",
              " (362, 0.09759000729485331),\n",
              " (363, 0.09116846116771035),\n",
              " (364, 0.026082026547865053),\n",
              " (365, 0.081199794294115),\n",
              " (366, 0.059761430466719674),\n",
              " (367, 0.0),\n",
              " (368, 0.13522468075656266),\n",
              " (369, 0.09258200997725513),\n",
              " (370, 0.0563436169819011),\n",
              " (371, 0.1031078524452934),\n",
              " (372, 0.05345224838248488),\n",
              " (373, 0.17622684421256032),\n",
              " (374, 0.04401188481356615),\n",
              " (375, 0.0432843655349805),\n",
              " (376, 0.048795003647426664),\n",
              " (377, 0.0),\n",
              " (378, 0.0),\n",
              " (379, 0.05345224838248487),\n",
              " (380, 0.02817180849095055),\n",
              " (381, 0.09035079029052512),\n",
              " (382, 0.0),\n",
              " (383, 0.0515539262226467),\n",
              " (384, 0.03253000243161777),\n",
              " (385, 0.0),\n",
              " (386, 0.023218173010628604),\n",
              " (387, 0.027066598098038335),\n",
              " (388, 0.0),\n",
              " (389, 0.09944903161976938),\n",
              " (390, 0.028571428571428567),\n",
              " (391, 0.061046769566735964),\n",
              " (392, 0.03138824102871722),\n",
              " (393, 0.0),\n",
              " (394, 0.026082026547865053),\n",
              " (395, 0.057142857142857134),\n",
              " (396, 0.02344036154692477),\n",
              " (397, 0.055577001437672836),\n",
              " (398, 0.0),\n",
              " (399, 0.02577696311132335),\n",
              " (400, 0.10350983390135313),\n",
              " (401, 0.03194382824999699),\n",
              " (402, 0.06277648205743444),\n",
              " (403, 0.1109741904046188),\n",
              " (404, 0.06761234037828133),\n",
              " (405, 0.030860669992418377),\n",
              " (406, 0.021821789023599235),\n",
              " (407, 0.02577696311132335),\n",
              " (408, 0.03688555567816587),\n",
              " (409, 0.0),\n",
              " (410, 0.10079052613579392),\n",
              " (411, 0.05797710356524483),\n",
              " (412, 0.1031078524452934),\n",
              " (413, 0.1389425035941821),\n",
              " (414, 0.033149677206589796),\n",
              " (415, 0.0708769911938334),\n",
              " (416, 0.0563436169819011),\n",
              " (417, 0.03450327796711771),\n",
              " (418, 0.03779644730092272),\n",
              " (419, 0.07644707871564382),\n",
              " (420, 0.12888481555661674),\n",
              " (421, 0.0),\n",
              " (422, 0.14754222271266348),\n",
              " (423, 0.0515539262226467),\n",
              " (424, 0.040697846377823976),\n",
              " (425, 0.07100716024967263),\n",
              " (426, 0.06195121541733006),\n",
              " (427, 0.030860669992418377),\n",
              " (428, 0.05976143046671968),\n",
              " (429, 0.0),\n",
              " (430, 0.052164053095730106),\n",
              " (431, 0.02577696311132335),\n",
              " (432, 0.12598815766974242),\n",
              " (433, 0.033149677206589796),\n",
              " (434, 0.0),\n",
              " (435, 0.03984095364447979),\n",
              " (436, 0.0),\n",
              " (437, 0.028988551782622416),\n",
              " (438, 0.028571428571428567),\n",
              " (439, 0.030860669992418377),\n",
              " (440, 0.028571428571428567),\n",
              " (441, 0.030358837035945812),\n",
              " (442, 0.04829452884162951),\n",
              " (443, 0.05884898863364997),\n",
              " (444, 0.0),\n",
              " (445, 0.028571428571428567),\n",
              " (446, 0.02577696311132335),\n",
              " (447, 0.023904572186687872),\n",
              " (448, 0.02577696311132335),\n",
              " (449, 0.05884898863364997),\n",
              " (450, 0.026398183867422733),\n",
              " (451, 0.026082026547865053),\n",
              " (452, 0.03194382824999699),\n",
              " (453, 0.02672612419124244),\n",
              " (454, 0.1246111965698067),\n",
              " (455, 0.024655683636076894),\n",
              " (456, 0.0703210846407743),\n",
              " (457, 0.08827348295047496),\n",
              " (458, 0.04733810683311508),\n",
              " (459, 0.036037498507822355),\n",
              " (460, 0.028571428571428567),\n",
              " (461, 0.18018749253911176),\n",
              " (462, 0.0),\n",
              " (463, 0.035245368842512066),\n",
              " (464, 0.0),\n",
              " (465, 0.0),\n",
              " (466, 0.2114722130550724),\n",
              " (467, 0.09200874124564722),\n",
              " (468, 0.030358837035945812),\n",
              " (469, 0.0703210846407743),\n",
              " (470, 0.04931136727215379),\n",
              " (471, 0.08336550215650926),\n",
              " (472, 0.08451542547285165),\n",
              " (473, 0.1019294382875251),\n",
              " (474, 0.0),\n",
              " (475, 0.06837634587578276),\n",
              " (476, 0.10811249552346706),\n",
              " (477, 0.0),\n",
              " (478, 0.04040610178208843),\n",
              " (479, 0.09508728264112047),\n",
              " (480, 0.052164053095730106),\n",
              " (481, 0.0),\n",
              " (482, 0.030358837035945812),\n",
              " (483, 0.1301200097264711),\n",
              " (484, 0.03450327796711771),\n",
              " (485, 0.057142857142857134),\n",
              " (486, 0.05855400437691198),\n",
              " (487, 0.14098147537004826),\n",
              " (488, 0.07655590023509526),\n",
              " (489, 0.0),\n",
              " (490, 0.15118578920369088),\n",
              " (491, 0.09116846116771035),\n",
              " (492, 0.06277648205743444),\n",
              " (493, 0.01951800145897066),\n",
              " (494, 0.0),\n",
              " (495, 0.2162249910469341),\n",
              " (496, 0.0),\n",
              " (497, 0.0),\n",
              " (498, 0.07207499701564471),\n",
              " (499, 0.0),\n",
              " (500, 0.027788500718836418),\n",
              " (501, 0.0880237696271323),\n",
              " (502, 0.15289415743128765),\n",
              " (503, 0.08451542547285165),\n",
              " (504, 0.0),\n",
              " (505, 0.14754222271266348),\n",
              " (506, 0.036037498507822355),\n",
              " (507, 0.25302403842552984),\n",
              " (508, 0.11595420713048966),\n",
              " (509, 0.02577696311132335),\n",
              " (510, 0.10559273546969093),\n",
              " (511, 0.09583148474999097),\n",
              " (512, 0.060717674071891624),\n",
              " (513, 0.11769797726729994),\n",
              " (514, 0.059761430466719674),\n",
              " (515, 0.027066598098038335),\n",
              " (516, 0.026082026547865053),\n",
              " (517, 0.0),\n",
              " (518, 0.05484084971070818),\n",
              " (519, 0.0),\n",
              " (520, 0.0),\n",
              " (521, 0.028988551782622416),\n",
              " (522, 0.0),\n",
              " (523, 0.052164053095730106),\n",
              " (524, 0.0),\n",
              " (525, 0.02492223931396134),\n",
              " (526, 0.0),\n",
              " (527, 0.0),\n",
              " (528, 0.02519763153394848),\n",
              " (529, 0.13041013273932528),\n",
              " (530, 0.10141851056742199),\n",
              " (531, 0.05039526306789696),\n",
              " (532, 0.023218173010628604),\n",
              " (533, 0.07049073768502413),\n",
              " (534, 0.08451542547285165),\n",
              " (535, 0.10968169942141635),\n",
              " (536, 0.07644707871564382),\n",
              " (537, 0.07049073768502413),\n",
              " (538, 0.0),\n",
              " (539, 0.26089696604360174),\n",
              " (540, 0.0563436169819011),\n",
              " (541, 0.06965451903188581),\n",
              " (542, 0.04040610178208843),\n",
              " (543, 0.08827348295047496),\n",
              " (544, 0.060717674071891624),\n",
              " (545, 0.028571428571428567),\n",
              " (546, 0.06629935441317959),\n",
              " (547, 0.08827348295047496),\n",
              " (548, 0.0),\n",
              " (549, 0.1246111965698067),\n",
              " (550, 0.028571428571428567),\n",
              " (551, 0.0447773662839645),\n",
              " (552, 0.0),\n",
              " (553, 0.03253000243161777),\n",
              " (554, 0.0),\n",
              " (555, 0.0497245158098847),\n",
              " (556, 0.028988551782622416),\n",
              " (557, 0.1449427589131121),\n",
              " (558, 0.0),\n",
              " (559, 0.03253000243161777),\n",
              " (560, 0.04643634602125721),\n",
              " (561, 0.03688555567816587),\n",
              " (562, 0.0),\n",
              " (563, 0.02742042485535409),\n",
              " (564, 0.0994490316197694),\n",
              " (565, 0.04600437062282361),\n",
              " (566, 0.024655683636076894),\n",
              " (567, 0.030358837035945812),\n",
              " (568, 0.1449427589131121),\n",
              " (569, 0.024397501823713332),\n",
              " (570, 0.07559289460184544),\n",
              " (571, 0.021821789023599235),\n",
              " (572, 0.08656873106996099),\n",
              " (573, 0.02258769757263128),\n",
              " (574, 0.024397501823713332),\n",
              " (575, 0.057142857142857134),\n",
              " (576, 0.028988551782622416),\n",
              " (577, 0.15430334996209188),\n",
              " (578, 0.04829452884162951),\n",
              " (579, 0.12344267996967351),\n",
              " (580, 0.02519763153394848),\n",
              " (581, 0.16574838603294897),\n",
              " (582, 0.24397501823713333),\n",
              " (583, 0.052164053095730106),\n",
              " (584, 0.05096471914376255),\n",
              " (585, 0.0),\n",
              " (586, 0.045584230583855176),\n",
              " (587, 0.07824607964359516),\n",
              " (588, 0.028988551782622416),\n",
              " (589, 0.09862273454430757),\n",
              " (590, 0.035245368842512066),\n",
              " (591, 0.07733088933397005),\n",
              " (592, 0.027066598098038335),\n",
              " (593, 0.0),\n",
              " (594, 0.05484084971070818),\n",
              " (595, 0.13533299049019168),\n",
              " (596, 0.09658905768325902),\n",
              " (597, 0.05797710356524483),\n",
              " (598, 0.03984095364447979),\n",
              " (599, 0.03363839659676322),\n",
              " (600, 0.07244179326244427),\n",
              " (601, 0.03688555567816587),\n",
              " (602, 0.04517539514526256),\n",
              " (603, 0.05797710356524483),\n",
              " (604, 0.07049073768502413),\n",
              " (605, 0.0),\n",
              " (606, 0.0),\n",
              " (607, 0.06492654830247076),\n",
              " (608, 0.0),\n",
              " (609, 0.047809144373375745),\n",
              " (610, 0.06060915267313264),\n",
              " (611, 0.02492223931396134),\n",
              " (612, 0.07100716024967263),\n",
              " (613, 0.03877833671647406),\n",
              " (614, 0.059761430466719674),\n",
              " (615, 0.033149677206589796),\n",
              " (616, 0.0),\n",
              " (617, 0.055577001437672836),\n",
              " (618, 0.09862273454430757),\n",
              " (619, 0.0),\n",
              " (620, 0.0),\n",
              " (621, 0.07049073768502413),\n",
              " (622, 0.02238868314198225),\n",
              " (623, 0.0),\n",
              " (624, 0.12298800925361816),\n",
              " (625, 0.03194382824999699),\n",
              " (626, 0.09258200997725513),\n",
              " (627, 0.11633501014942217),\n",
              " (628, 0.0),\n",
              " (629, 0.04984447862792268),\n",
              " (630, 0.02577696311132335),\n",
              " (631, 0.02742042485535409),\n",
              " (632, 0.08336550215650926),\n",
              " (633, 0.023904572186687872),\n",
              " (634, 0.08696565534786725),\n",
              " (635, 0.07559289460184544),\n",
              " (636, 0.028571428571428567),\n",
              " (637, 0.052796367734845466),\n",
              " (638, 0.036037498507822355),\n",
              " (639, 0.0),\n",
              " (640, 0.0515539262226467),\n",
              " (641, 0.0),\n",
              " (642, 0.0),\n",
              " (643, 0.10690449676496976),\n",
              " (644, 0.05797710356524483),\n",
              " (645, 0.047809144373375745),\n",
              " (646, 0.055577001437672836),\n",
              " (647, 0.052796367734845466),\n",
              " (648, 0.03253000243161777),\n",
              " (649, 0.0),\n",
              " (650, 0.0),\n",
              " (651, 0.0),\n",
              " (652, 0.024655683636076894),\n",
              " (653, 0.12298800925361816),\n",
              " (654, 0.089554732567929),\n",
              " (655, 0.026082026547865053),\n",
              " (656, 0.0),\n",
              " (657, 0.037332669647327864),\n",
              " (658, 0.05345224838248488),\n",
              " (659, 0.027066598098038335),\n",
              " (660, 0.10350983390135313),\n",
              " (661, 0.17036708399998393),\n",
              " (662, 0.0),\n",
              " (663, 0.0),\n",
              " (664, 0.06506000486323554),\n",
              " (665, 0.0791945516022682),\n",
              " (666, 0.052164053095730106),\n",
              " (667, 0.0),\n",
              " (668, 0.07049073768502413),\n",
              " (669, 0.036037498507822355),\n",
              " (670, 0.017817416127494958),\n",
              " (671, 0.05413319619607667),\n",
              " (672, 0.05884898863364997),\n",
              " (673, 0.023002185311411804),\n",
              " (674, 0.07396705090823068),\n",
              " (675, 0.0515539262226467),\n",
              " (676, 0.033149677206589796),\n",
              " (677, 0.027788500718836418),\n",
              " (678, 0.06277648205743444),\n",
              " (679, 0.0),\n",
              " (680, 0.08451542547285165),\n",
              " (681, 0.035245368842512066),\n",
              " (682, 0.024147264420814756),\n",
              " (683, 0.0515539262226467),\n",
              " (684, 0.0),\n",
              " (685, 0.03779644730092272),\n",
              " (686, 0.0),\n",
              " (687, 0.11595420713048966),\n",
              " (688, 0.05096471914376255),\n",
              " (689, 0.0),\n",
              " (690, 0.028988551782622416),\n",
              " (691, 0.10141851056742199),\n",
              " (692, 0.12073632210407378),\n",
              " (693, 0.0),\n",
              " (694, 0.022792115291927588),\n",
              " (695, 0.06900655593423542),\n",
              " (696, 0.0),\n",
              " (697, 0.0),\n",
              " (698, 0.02366905341655754),\n",
              " (699, 0.0),\n",
              " (700, 0.030860669992418377),\n",
              " (701, 0.06506000486323554),\n",
              " (702, 0.024397501823713332),\n",
              " (703, 0.020965696734438367),\n",
              " (704, 0.07396705090823068),\n",
              " (705, 0.025482359571881275),\n",
              " (706, 0.026082026547865053),\n",
              " (707, 0.0),\n",
              " (708, 0.025482359571881275),\n",
              " (709, 0.0),\n",
              " (710, 0.0447773662839645),\n",
              " (711, 0.06629935441317959),\n",
              " (712, 0.0),\n",
              " (713, 0.02742042485535409),\n",
              " (714, 0.0),\n",
              " (715, 0.1057361065275362),\n",
              " (716, 0.035245368842512066),\n",
              " (717, 0.0),\n",
              " (718, 0.04643634602125721),\n",
              " (719, 0.0),\n",
              " (720, 0.02742042485535409),\n",
              " (721, 0.033149677206589796),\n",
              " (722, 0.0),\n",
              " (723, 0.02672612419124244),\n",
              " (724, 0.02577696311132335),\n",
              " (725, 0.0),\n",
              " (726, 0.0),\n",
              " (727, 0.036454130828824455),\n",
              " (728, 0.07559289460184544),\n",
              " (729, 0.0),\n",
              " (730, 0.019138975058773815),\n",
              " (731, 0.05484084971070818),\n",
              " (732, 0.0791945516022682),\n",
              " (733, 0.0447773662839645),\n",
              " (734, 0.05039526306789696),\n",
              " (735, 0.04984447862792268),\n",
              " (736, 0.033149677206589796),\n",
              " (737, 0.08017837257372731),\n",
              " (738, 0.0),\n",
              " (739, 0.03877833671647406),\n",
              " (740, 0.13199091933711365),\n",
              " (741, 0.05884898863364997),\n",
              " (742, 0.03450327796711771),\n",
              " (743, 0.02577696311132335),\n",
              " (744, 0.06761234037828133),\n",
              " (745, 0.06277648205743444),\n",
              " (746, 0.08696565534786725),\n",
              " (747, 0.024147264420814756),\n",
              " (748, 0.03779644730092272),\n",
              " (749, 0.0),\n",
              " (750, 0.0515539262226467),\n",
              " (751, 0.03779644730092272),\n",
              " (752, 0.08451542547285165),\n",
              " (753, 0.029424494316824985),\n",
              " (754, 0.10826639239215334),\n",
              " (755, 0.06388765649999398),\n",
              " (756, 0.030358837035945812),\n",
              " (757, 0.027788500718836418),\n",
              " (758, 0.02577696311132335),\n",
              " (759, 0.0),\n",
              " (760, 0.0),\n",
              " (761, 0.029880715233359837),\n",
              " (762, 0.03253000243161777),\n",
              " (763, 0.0),\n",
              " (764, 0.03138824102871722),\n",
              " (765, 0.0),\n",
              " (766, 0.0),\n",
              " (767, 0.05039526306789696),\n",
              " (768, 0.0654653670707977),\n",
              " (769, 0.033149677206589796),\n",
              " (770, 0.04931136727215379),\n",
              " (771, 0.0),\n",
              " (772, 0.0),\n",
              " (773, 0.11065666703449761),\n",
              " (774, 0.04517539514526256),\n",
              " (775, 0.09258200997725513),\n",
              " (776, 0.08451542547285165),\n",
              " (777, 0.11501092655705902),\n",
              " (778, 0.13041013273932528),\n",
              " (779, 0.0),\n",
              " (780, 0.0),\n",
              " (781, 0.10350983390135313),\n",
              " (782, 0.07559289460184544),\n",
              " (783, 0.035245368842512066),\n",
              " (784, 0.07733088933397005),\n",
              " (785, 0.09960238411119947),\n",
              " (786, 0.09107651110783743),\n",
              " (787, 0.08696565534786725),\n",
              " (788, 0.052164053095730106),\n",
              " (789, 0.0),\n",
              " (790, 0.07171371656006362),\n",
              " (791, 0.10141851056742199),\n",
              " (792, 0.05884898863364997),\n",
              " (793, 0.0563436169819011),\n",
              " (794, 0.09583148474999097),\n",
              " (795, 0.02366905341655754),\n",
              " (796, 0.03877833671647406),\n",
              " (797, 0.0),\n",
              " (798, 0.0),\n",
              " (799, 0.09390602830316849),\n",
              " (800, 0.07968190728895957),\n",
              " (801, 0.0),\n",
              " (802, 0.0),\n",
              " (803, 0.05096471914376255),\n",
              " (804, 0.052796367734845466),\n",
              " (805, 0.05884898863364997),\n",
              " (806, 0.04931136727215379),\n",
              " (807, 0.05413319619607667),\n",
              " (808, 0.11952286093343936),\n",
              " (809, 0.022792115291927588),\n",
              " (810, 0.028988551782622416),\n",
              " (811, 0.023002185311411804),\n",
              " (812, 0.09116846116771035),\n",
              " (813, 0.1019294382875251),\n",
              " (814, 0.08964214570007951),\n",
              " (815, 0.02344036154692477),\n",
              " (816, 0.04517539514526256),\n",
              " (817, 0.027788500718836418),\n",
              " (818, 0.03194382824999699),\n",
              " (819, 0.0),\n",
              " (820, 0.017917234365811652),\n",
              " (821, 0.018553546269482774),\n",
              " (822, 0.02238868314198225),\n",
              " (823, 0.06277648205743444),\n",
              " (824, 0.0),\n",
              " (825, 0.0),\n",
              " (826, 0.036037498507822355),\n",
              " (827, 0.07559289460184544),\n",
              " (828, 0.027788500718836418),\n",
              " (829, 0.0),\n",
              " (830, 0.030358837035945812),\n",
              " (831, 0.05039526306789696),\n",
              " (832, 0.027788500718836418),\n",
              " (833, 0.05039526306789696),\n",
              " (834, 0.05039526306789696),\n",
              " (835, 0.02742042485535409),\n",
              " (836, 0.06776309271789384),\n",
              " (837, 0.028988551782622416),\n",
              " (838, 0.16903085094570328),\n",
              " (839, 0.0),\n",
              " (840, 0.06277648205743444),\n",
              " (841, 0.026398183867422733),\n",
              " (842, 0.0),\n",
              " (843, 0.061721339984836754),\n",
              " (844, 0.061721339984836754),\n",
              " (845, 0.0),\n",
              " (846, 0.0),\n",
              " (847, 0.060963994247895004),\n",
              " (848, 0.05976143046671968),\n",
              " (849, 0.0),\n",
              " (850, 0.08199200616907877),\n",
              " (851, 0.0),\n",
              " (852, 0.023218173010628604),\n",
              " (853, 0.03253000243161777),\n",
              " (854, 0.11428571428571427),\n",
              " (855, 0.027788500718836418),\n",
              " (856, 0.026082026547865053),\n",
              " (857, 0.0),\n",
              " (858, 0.042257712736425826),\n",
              " (859, 0.11952286093343935),\n",
              " (860, 0.017527682734987296),\n",
              " (861, 0.0447773662839645),\n",
              " (862, 0.028988551782622416),\n",
              " (863, 0.03253000243161777),\n",
              " (864, 0.0447773662839645),\n",
              " (865, 0.0),\n",
              " (866, 0.042257712736425826),\n",
              " (867, 0.0),\n",
              " (868, 0.02492223931396134),\n",
              " (869, 0.03138824102871722),\n",
              " (870, 0.1031078524452934),\n",
              " (871, 0.029424494316824985),\n",
              " (872, 0.0),\n",
              " (873, 0.04600437062282361),\n",
              " (874, 0.02742042485535409),\n",
              " (875, 0.055577001437672836),\n",
              " (876, 0.0),\n",
              " (877, 0.0),\n",
              " (878, 0.036037498507822355),\n",
              " (879, 0.0),\n",
              " (880, 0.033149677206589796),\n",
              " (881, 0.0),\n",
              " (882, 0.029424494316824985),\n",
              " (883, 0.029424494316824985),\n",
              " (884, 0.0),\n",
              " (885, 0.08336550215650926),\n",
              " (886, 0.023218173010628604),\n",
              " (887, 0.05778855963970646),\n",
              " (888, 0.04984447862792268),\n",
              " (889, 0.07207499701564471),\n",
              " (890, 0.0),\n",
              " (891, 0.04517539514526256),\n",
              " (892, 0.0),\n",
              " (893, 0.020203050891044214),\n",
              " (894, 0.09107651110783743),\n",
              " (895, 0.0),\n",
              " (896, 0.0),\n",
              " (897, 0.05096471914376255),\n",
              " (898, 0.10559273546969093),\n",
              " (899, 0.08827348295047496),\n",
              " (900, 0.11428571428571427),\n",
              " (901, 0.09416472308615166),\n",
              " (902, 0.027788500718836418),\n",
              " (903, 0.03450327796711771),\n",
              " (904, 0.02366905341655754),\n",
              " (905, 0.0),\n",
              " (906, 0.0),\n",
              " (907, 0.024655683636076894),\n",
              " (908, 0.0791945516022682),\n",
              " (909, 0.0),\n",
              " (910, 0.02344036154692477),\n",
              " (911, 0.024655683636076894),\n",
              " (912, 0.033806170189140665),\n",
              " (913, 0.0),\n",
              " (914, 0.036037498507822355),\n",
              " (915, 0.02742042485535409),\n",
              " (916, 0.0),\n",
              " (917, 0.03138824102871722),\n",
              " (918, 0.0),\n",
              " (919, 0.025482359571881275),\n",
              " (920, 0.10350983390135313),\n",
              " (921, 0.0),\n",
              " (922, 0.09583148474999097),\n",
              " (923, 0.0),\n",
              " (924, 0.0),\n",
              " (925, 0.021128856368212913),\n",
              " (926, 0.0),\n",
              " (927, 0.0),\n",
              " (928, 0.0),\n",
              " (929, 0.057142857142857134),\n",
              " (930, 0.02672612419124244),\n",
              " (931, 0.18832944617230335),\n",
              " (932, 0.052164053095730106),\n",
              " (933, 0.1019294382875251),\n",
              " (934, 0.029880715233359837),\n",
              " (935, 0.1057361065275362),\n",
              " (936, 0.0),\n",
              " (937, 0.09107651110783743),\n",
              " (938, 0.0),\n",
              " (939, 0.12777531299998796),\n",
              " (940, 0.0),\n",
              " (941, 0.03253000243161777),\n",
              " (942, 0.21251185925162067),\n",
              " (943, 0.0),\n",
              " (944, 0.0),\n",
              " (945, 0.06761234037828133),\n",
              " (946, 0.02519763153394848),\n",
              " (947, 0.0),\n",
              " (948, 0.0),\n",
              " (949, 0.0),\n",
              " (950, 0.04040610178208843),\n",
              " (951, 0.06900655593423542),\n",
              " (952, 0.026082026547865053),\n",
              " (953, 0.02577696311132335),\n",
              " (954, 0.0),\n",
              " (955, 0.028571428571428567),\n",
              " (956, 0.05484084971070818),\n",
              " (957, 0.035245368842512066),\n",
              " (958, 0.0),\n",
              " (959, 0.02672612419124244),\n",
              " (960, 0.09416472308615166),\n",
              " (961, 0.05413319619607667),\n",
              " (962, 0.025482359571881275),\n",
              " (963, 0.05039526306789696),\n",
              " (964, 0.030358837035945812),\n",
              " (965, 0.0),\n",
              " (966, 0.0),\n",
              " (967, 0.03984095364447979),\n",
              " (968, 0.0),\n",
              " (969, 0.04401188481356615),\n",
              " (970, 0.0),\n",
              " (971, 0.033806170189140665),\n",
              " (972, 0.21602468994692864),\n",
              " (973, 0.20291986247835692),\n",
              " (974, 0.02533879584034814),\n",
              " (975, 0.02478788664079178),\n",
              " (976, 0.03253000243161777),\n",
              " (977, 0.0),\n",
              " (978, 0.0),\n",
              " (979, 0.07644707871564382),\n",
              " (980, 0.09416472308615166),\n",
              " (981, 0.04931136727215379),\n",
              " (982, 0.04438967616184752),\n",
              " (983, 0.0),\n",
              " (984, 0.03138824102871722),\n",
              " (985, 0.017074694419062765),\n",
              " (986, 0.0),\n",
              " (987, 0.08451542547285165),\n",
              " (988, 0.10826639239215334),\n",
              " (989, 0.030860669992418377),\n",
              " (990, 0.0),\n",
              " (991, 0.035245368842512066),\n",
              " (992, 0.04733810683311508),\n",
              " (993, 0.033149677206589796),\n",
              " (994, 0.0),\n",
              " (995, 0.03877833671647406),\n",
              " (996, 0.057142857142857134),\n",
              " (997, 0.07476671794188401),\n",
              " (998, 0.06506000486323554),\n",
              " (999, 0.0),\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sorted(list(enumerate(similarity[0])), reverse=True, key=lambda x:x[1])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N49LLU-XSVEX",
        "outputId": "a3d5ca8f-7ac4-4680-c1be-2491fc379d0c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(0, 1.0),\n",
              " (539, 0.26089696604360174),\n",
              " (1194, 0.2581988897471611),\n",
              " (507, 0.25302403842552984),\n",
              " (260, 0.25110592822973776),\n",
              " (1216, 0.24944382578492943),\n",
              " (582, 0.24397501823713333),\n",
              " (1920, 0.243599382882345),\n",
              " (3730, 0.23904572186687872),\n",
              " (1444, 0.2344036154692477),\n",
              " (74, 0.22677868380553634),\n",
              " (3608, 0.2238868314198225),\n",
              " (322, 0.22230800575069137),\n",
              " (83, 0.22190115272469205),\n",
              " (61, 0.22131333406899523),\n",
              " (1204, 0.2193633988428327),\n",
              " (2333, 0.2173253797873328),\n",
              " (2409, 0.21653278478430668),\n",
              " (47, 0.2164218276749025),\n",
              " (495, 0.2162249910469341),\n",
              " (4192, 0.2162249910469341),\n",
              " (972, 0.21602468994692864),\n",
              " (1537, 0.21602468994692864),\n",
              " (942, 0.21251185925162067),\n",
              " (466, 0.2114722130550724),\n",
              " (1329, 0.21147221305507238),\n",
              " (2971, 0.21096325392232296),\n",
              " (2204, 0.2059714602177749),\n",
              " (973, 0.20291986247835692),\n",
              " (1201, 0.20283702113484398),\n",
              " (151, 0.19920476822239894),\n",
              " (1275, 0.19889806323953876),\n",
              " (4048, 0.1980534816610477),\n",
              " (2999, 0.19518001458970666),\n",
              " (4405, 0.19518001458970666),\n",
              " (3538, 0.19451950503185494),\n",
              " (3327, 0.1938916835823703),\n",
              " (305, 0.19320245583349133),\n",
              " (3162, 0.19317811536651805),\n",
              " (2786, 0.19166296949998196),\n",
              " (150, 0.1901597073139162),\n",
              " (27, 0.1893524273324603),\n",
              " (1321, 0.1889822365046136),\n",
              " (220, 0.18832944617230335),\n",
              " (931, 0.18832944617230335),\n",
              " (1071, 0.18708286933869706),\n",
              " (36, 0.18478728707195913),\n",
              " (300, 0.18478728707195913),\n",
              " (301, 0.1831403087002079),\n",
              " (184, 0.1825741858350554),\n",
              " (4, 0.18257418583505536),\n",
              " (461, 0.18018749253911176),\n",
              " (67, 0.17928429140015903),\n",
              " (46, 0.1765469659009499),\n",
              " (7, 0.1763834207376394),\n",
              " (373, 0.17622684421256032),\n",
              " (1831, 0.17445567519772937),\n",
              " (2496, 0.17251638983558856),\n",
              " (2731, 0.17251638983558856),\n",
              " (149, 0.1717355162964367),\n",
              " (26, 0.17142857142857143),\n",
              " (1344, 0.17142857142857143),\n",
              " (661, 0.17036708399998393),\n",
              " (208, 0.1690308509457033),\n",
              " (1808, 0.1690308509457033),\n",
              " (4010, 0.1690308509457033),\n",
              " (108, 0.16903085094570328),\n",
              " (838, 0.16903085094570328),\n",
              " (94, 0.16574838603294897),\n",
              " (581, 0.16574838603294897),\n",
              " (1396, 0.16408253082847338),\n",
              " (31, 0.16265001215808886),\n",
              " (2515, 0.16265001215808886),\n",
              " (1297, 0.16239958858823),\n",
              " (4336, 0.16239958858823),\n",
              " (168, 0.16035674514745463),\n",
              " (1383, 0.16035674514745463),\n",
              " (91, 0.15971914124998493),\n",
              " (3354, 0.15694120514358612),\n",
              " (3628, 0.15694120514358612),\n",
              " (311, 0.1564921592871903),\n",
              " (1965, 0.1553638665664663),\n",
              " (577, 0.15430334996209188),\n",
              " (158, 0.15289415743128765),\n",
              " (502, 0.15289415743128765),\n",
              " (1355, 0.15289415743128765),\n",
              " (111, 0.15179418517972906),\n",
              " (1178, 0.15179418517972906),\n",
              " (2169, 0.15179418517972906),\n",
              " (172, 0.15118578920369088),\n",
              " (490, 0.15118578920369088),\n",
              " (17, 0.15026857675938213),\n",
              " (1938, 0.14953343588376802),\n",
              " (422, 0.14754222271266348),\n",
              " (505, 0.14754222271266348),\n",
              " (1488, 0.14754222271266348),\n",
              " (41, 0.14638501094227999),\n",
              " (84, 0.1456438162508838),\n",
              " (332, 0.1449427589131121),\n",
              " (557, 0.1449427589131121),\n",
              " (568, 0.1449427589131121),\n",
              " (2686, 0.1449427589131121),\n",
              " (56, 0.14414999403128942),\n",
              " (249, 0.14414999403128942),\n",
              " (1327, 0.14414999403128942),\n",
              " (2584, 0.14414999403128942),\n",
              " (3999, 0.14414999403128942),\n",
              " (1220, 0.14285714285714285),\n",
              " (1322, 0.14201432049934523),\n",
              " (487, 0.14098147537004826),\n",
              " (187, 0.14085904245475275),\n",
              " (1945, 0.14085904245475275),\n",
              " (1673, 0.1406421692815486),\n",
              " (4348, 0.1406421692815486),\n",
              " (2873, 0.13930903806377162),\n",
              " (52, 0.1389425035941821),\n",
              " (413, 0.1389425035941821),\n",
              " (1833, 0.13801311186847084),\n",
              " (2620, 0.13801311186847084),\n",
              " (2970, 0.13801311186847084),\n",
              " (4490, 0.13801311186847084),\n",
              " (2133, 0.13801311186847082),\n",
              " (1015, 0.13710212427677043),\n",
              " (3409, 0.13710212427677043),\n",
              " (3622, 0.13710212427677043),\n",
              " (127, 0.13662601021279464),\n",
              " (342, 0.13662601021279464),\n",
              " (2480, 0.13552618543578768),\n",
              " (595, 0.13533299049019168),\n",
              " (1299, 0.13533299049019168),\n",
              " (1479, 0.13533299049019168),\n",
              " (68, 0.13522468075656266),\n",
              " (134, 0.13522468075656266),\n",
              " (368, 0.13522468075656266),\n",
              " (1158, 0.13522468075656266),\n",
              " (1002, 0.13433209885189348),\n",
              " (3675, 0.1336306209562122),\n",
              " (1047, 0.13259870882635919),\n",
              " (1096, 0.13259870882635919),\n",
              " (1747, 0.13259870882635919),\n",
              " (2378, 0.13259870882635919),\n",
              " (3376, 0.13259870882635919),\n",
              " (740, 0.13199091933711365),\n",
              " (1715, 0.1309307341415954),\n",
              " (529, 0.13041013273932528),\n",
              " (778, 0.13041013273932528),\n",
              " (1037, 0.13041013273932528),\n",
              " (1617, 0.13041013273932528),\n",
              " (483, 0.1301200097264711),\n",
              " (1658, 0.1301200097264711),\n",
              " (420, 0.12888481555661674),\n",
              " (238, 0.12777531299998796),\n",
              " (939, 0.12777531299998796),\n",
              " (1741, 0.12777531299998796),\n",
              " (4673, 0.12777531299998796),\n",
              " (228, 0.12741179785940637),\n",
              " (2713, 0.12741179785940637),\n",
              " (3309, 0.12741179785940637),\n",
              " (432, 0.12598815766974242),\n",
              " (28, 0.12555296411486888),\n",
              " (275, 0.12555296411486888),\n",
              " (1274, 0.12555296411486888),\n",
              " (2075, 0.12555296411486888),\n",
              " (2868, 0.12555296411486888),\n",
              " (454, 0.1246111965698067),\n",
              " (549, 0.1246111965698067),\n",
              " (95, 0.12461119656980668),\n",
              " (72, 0.12344267996967351),\n",
              " (579, 0.12344267996967351),\n",
              " (1982, 0.12344267996967351),\n",
              " (123, 0.12327841818038447),\n",
              " (2547, 0.12327841818038447),\n",
              " (1512, 0.12327841818038446),\n",
              " (624, 0.12298800925361816),\n",
              " (653, 0.12298800925361816),\n",
              " (1575, 0.12298800925361816),\n",
              " (3147, 0.12298800925361816),\n",
              " (1277, 0.12198750911856666),\n",
              " (3407, 0.12198750911856665),\n",
              " (50, 0.12143534814378325),\n",
              " (692, 0.12073632210407378),\n",
              " (169, 0.11952286093343936),\n",
              " (808, 0.11952286093343936),\n",
              " (1574, 0.11952286093343936),\n",
              " (2259, 0.11952286093343936),\n",
              " (3630, 0.11952286093343936),\n",
              " (3721, 0.11952286093343936),\n",
              " (166, 0.11952286093343935),\n",
              " (232, 0.11952286093343935),\n",
              " (294, 0.11952286093343935),\n",
              " (859, 0.11952286093343935),\n",
              " (1616, 0.11952286093343935),\n",
              " (5, 0.1183452670827877),\n",
              " (206, 0.1183452670827877),\n",
              " (10, 0.11769797726729994),\n",
              " (513, 0.11769797726729994),\n",
              " (1031, 0.11769797726729994),\n",
              " (3008, 0.11769797726729994),\n",
              " (81, 0.11710800875382396),\n",
              " (141, 0.11633501014942217),\n",
              " (627, 0.11633501014942217),\n",
              " (1373, 0.11633501014942217),\n",
              " (2323, 0.11633501014942217),\n",
              " (4000, 0.11633501014942217),\n",
              " (4018, 0.11633501014942217),\n",
              " (199, 0.11609086505314302),\n",
              " (87, 0.11595420713048966),\n",
              " (126, 0.11595420713048966),\n",
              " (508, 0.11595420713048966),\n",
              " (687, 0.11595420713048966),\n",
              " (2583, 0.11595420713048966),\n",
              " (777, 0.11501092655705902),\n",
              " (14, 0.11428571428571427),\n",
              " (854, 0.11428571428571427),\n",
              " (900, 0.11428571428571427),\n",
              " (1195, 0.11428571428571427),\n",
              " (2013, 0.11428571428571427),\n",
              " (2450, 0.11428571428571427),\n",
              " (3498, 0.11428571428571427),\n",
              " (325, 0.11338934190276817),\n",
              " (1524, 0.11338934190276817),\n",
              " (1721, 0.11338934190276817),\n",
              " (2634, 0.11338934190276817),\n",
              " (4135, 0.11338934190276817),\n",
              " (4203, 0.11338934190276817),\n",
              " (18, 0.1129384878631564),\n",
              " (1019, 0.1129384878631564),\n",
              " (2106, 0.1129384878631564),\n",
              " (2439, 0.1129384878631564),\n",
              " (2760, 0.1129384878631564),\n",
              " (131, 0.1126872339638022),\n",
              " (330, 0.1126872339638022),\n",
              " (1082, 0.1126872339638022),\n",
              " (1294, 0.1126872339638022),\n",
              " (3340, 0.1126872339638022),\n",
              " (3620, 0.1126872339638022),\n",
              " (4097, 0.1126872339638022),\n",
              " (102, 0.11194341570991125),\n",
              " (1497, 0.11194341570991125),\n",
              " (174, 0.11115400287534567),\n",
              " (266, 0.11115400287534567),\n",
              " (312, 0.11115400287534567),\n",
              " (2072, 0.11115400287534567),\n",
              " (2181, 0.11115400287534567),\n",
              " (4079, 0.11115400287534567),\n",
              " (403, 0.1109741904046188),\n",
              " (239, 0.11097419040461878),\n",
              " (3781, 0.11065666703449763),\n",
              " (773, 0.11065666703449761),\n",
              " (1727, 0.11065666703449761),\n",
              " (3055, 0.11065666703449761),\n",
              " (3663, 0.11065666703449761),\n",
              " (3954, 0.11065666703449761),\n",
              " (295, 0.10968169942141635),\n",
              " (535, 0.10968169942141635),\n",
              " (1273, 0.10968169942141635),\n",
              " (3102, 0.10968169942141635),\n",
              " (139, 0.10910894511799617),\n",
              " (182, 0.10826639239215334),\n",
              " (754, 0.10826639239215334),\n",
              " (988, 0.10826639239215334),\n",
              " (4230, 0.10826639239215334),\n",
              " (105, 0.10811249552346706),\n",
              " (476, 0.10811249552346706),\n",
              " (1156, 0.10811249552346706),\n",
              " (2456, 0.10811249552346706),\n",
              " (2521, 0.10811249552346706),\n",
              " (2562, 0.10811249552346706),\n",
              " (2762, 0.10811249552346706),\n",
              " (3839, 0.10811249552346706),\n",
              " (4198, 0.10811249552346706),\n",
              " (4545, 0.10733469768527294),\n",
              " (334, 0.10690449676496976),\n",
              " (643, 0.10690449676496976),\n",
              " (1056, 0.10690449676496976),\n",
              " (1109, 0.10690449676496976),\n",
              " (3464, 0.10690449676496976),\n",
              " (3783, 0.10690449676496976),\n",
              " (85, 0.10631548679075009),\n",
              " (148, 0.1057361065275362),\n",
              " (157, 0.1057361065275362),\n",
              " (233, 0.1057361065275362),\n",
              " (263, 0.1057361065275362),\n",
              " (715, 0.1057361065275362),\n",
              " (935, 0.1057361065275362),\n",
              " (1280, 0.1057361065275362),\n",
              " (2660, 0.1057361065275362),\n",
              " (4331, 0.1057361065275362),\n",
              " (4623, 0.1057361065275362),\n",
              " (129, 0.10559273546969093),\n",
              " (510, 0.10559273546969093),\n",
              " (898, 0.10559273546969093),\n",
              " (3443, 0.10559273546969093),\n",
              " (4045, 0.10559273546969093),\n",
              " (307, 0.10460520656316097),\n",
              " (1086, 0.10432810619146021),\n",
              " (1233, 0.10432810619146021),\n",
              " (2596, 0.1043281061914602),\n",
              " (33, 0.10350983390135313),\n",
              " (35, 0.10350983390135313),\n",
              " (400, 0.10350983390135313),\n",
              " (660, 0.10350983390135313),\n",
              " (781, 0.10350983390135313),\n",
              " (920, 0.10350983390135313),\n",
              " (1306, 0.10350983390135313),\n",
              " (1501, 0.10350983390135313),\n",
              " (1942, 0.10350983390135313),\n",
              " (2661, 0.10350983390135313),\n",
              " (4256, 0.10350983390135313),\n",
              " (270, 0.1031078524452934),\n",
              " (278, 0.1031078524452934),\n",
              " (279, 0.1031078524452934),\n",
              " (371, 0.1031078524452934),\n",
              " (412, 0.1031078524452934),\n",
              " (870, 0.1031078524452934),\n",
              " (1202, 0.1031078524452934),\n",
              " (1439, 0.1031078524452934),\n",
              " (473, 0.1019294382875251),\n",
              " (813, 0.1019294382875251),\n",
              " (933, 0.1019294382875251),\n",
              " (1276, 0.1019294382875251),\n",
              " (1846, 0.1019294382875251),\n",
              " (2003, 0.1019294382875251),\n",
              " (2284, 0.1019294382875251),\n",
              " (292, 0.10141851056742199),\n",
              " (530, 0.10141851056742199),\n",
              " (691, 0.10141851056742199),\n",
              " (791, 0.10141851056742199),\n",
              " (1077, 0.10141851056742199),\n",
              " (1301, 0.10141851056742199),\n",
              " (2651, 0.10141851056742199),\n",
              " (3093, 0.10141851056742199),\n",
              " (3736, 0.10141851056742199),\n",
              " (1089, 0.10101525445522107),\n",
              " (410, 0.10079052613579392),\n",
              " (1823, 0.10079052613579392),\n",
              " (243, 0.09968895725584535),\n",
              " (785, 0.09960238411119947),\n",
              " (142, 0.0994490316197694),\n",
              " (564, 0.0994490316197694),\n",
              " (1408, 0.0994490316197694),\n",
              " (1474, 0.0994490316197694),\n",
              " (1589, 0.0994490316197694),\n",
              " (1686, 0.0994490316197694),\n",
              " (1756, 0.0994490316197694),\n",
              " (2396, 0.0994490316197694),\n",
              " (2652, 0.0994490316197694),\n",
              " (389, 0.09944903161976938),\n",
              " (589, 0.09862273454430757),\n",
              " (618, 0.09862273454430757),\n",
              " (1357, 0.09862273454430757),\n",
              " (43, 0.09759000729485333),\n",
              " (2488, 0.09759000729485333),\n",
              " (2796, 0.09759000729485333),\n",
              " (122, 0.09759000729485331),\n",
              " (362, 0.09759000729485331),\n",
              " (1027, 0.09759000729485331),\n",
              " (2093, 0.09759000729485331),\n",
              " (596, 0.09658905768325902),\n",
              " (1418, 0.09658905768325902),\n",
              " (12, 0.09583148474999097),\n",
              " (21, 0.09583148474999097),\n",
              " (23, 0.09583148474999097),\n",
              " (236, 0.09583148474999097),\n",
              " (511, 0.09583148474999097),\n",
              " (794, 0.09583148474999097),\n",
              " (922, 0.09583148474999097),\n",
              " (2817, 0.09583148474999097),\n",
              " (2840, 0.09583148474999097),\n",
              " (3428, 0.09583148474999097),\n",
              " (160, 0.09569487529386908),\n",
              " (1924, 0.09561828874675149),\n",
              " (479, 0.09508728264112047),\n",
              " (1278, 0.09467621366623016),\n",
              " (1832, 0.09467621366623016),\n",
              " (242, 0.09416472308615166),\n",
              " (306, 0.09416472308615166),\n",
              " (901, 0.09416472308615166),\n",
              " (960, 0.09416472308615166),\n",
              " (980, 0.09416472308615166),\n",
              " (1004, 0.09416472308615166),\n",
              " (1249, 0.09416472308615166),\n",
              " (1523, 0.09416472308615166),\n",
              " (4468, 0.09416472308615166),\n",
              " (799, 0.09390602830316849),\n",
              " (1496, 0.09376144618769908),\n",
              " (2388, 0.09376144618769908),\n",
              " (2856, 0.09376144618769908),\n",
              " (4353, 0.09376144618769908),\n",
              " (4502, 0.09376144618769908),\n",
              " (4516, 0.09376144618769908),\n",
              " (4654, 0.09376144618769908),\n",
              " (2448, 0.09276773134741387),\n",
              " (112, 0.09258200997725513),\n",
              " (164, 0.09258200997725513),\n",
              " (227, 0.09258200997725513),\n",
              " (349, 0.09258200997725513),\n",
              " (369, 0.09258200997725513),\n",
              " (626, 0.09258200997725513),\n",
              " (775, 0.09258200997725513),\n",
              " (1378, 0.09258200997725513),\n",
              " (1700, 0.09258200997725513),\n",
              " (1790, 0.09258200997725513),\n",
              " (2167, 0.09258200997725513),\n",
              " (3449, 0.09258200997725513),\n",
              " (3537, 0.09258200997725513),\n",
              " (3816, 0.09258200997725513),\n",
              " (4626, 0.09258200997725513),\n",
              " (63, 0.09200874124564722),\n",
              " (107, 0.09200874124564722),\n",
              " (170, 0.09200874124564722),\n",
              " (467, 0.09200874124564722),\n",
              " (2005, 0.09200874124564722),\n",
              " (2968, 0.09200874124564722),\n",
              " (32, 0.09116846116771035),\n",
              " (45, 0.09116846116771035),\n",
              " (363, 0.09116846116771035),\n",
              " (491, 0.09116846116771035),\n",
              " (812, 0.09116846116771035),\n",
              " (2498, 0.09116846116771035),\n",
              " (75, 0.09107651110783743),\n",
              " (88, 0.09107651110783743),\n",
              " (98, 0.09107651110783743),\n",
              " (121, 0.09107651110783743),\n",
              " (245, 0.09107651110783743),\n",
              " (315, 0.09107651110783743),\n",
              " (356, 0.09107651110783743),\n",
              " (786, 0.09107651110783743),\n",
              " (894, 0.09107651110783743),\n",
              " (937, 0.09107651110783743),\n",
              " (1269, 0.09107651110783743),\n",
              " (3301, 0.09107651110783743),\n",
              " (222, 0.09035079029052512),\n",
              " (381, 0.09035079029052512),\n",
              " (2274, 0.09035079029052512),\n",
              " (2880, 0.09035079029052512),\n",
              " (3154, 0.09035079029052512),\n",
              " (4165, 0.09035079029052512),\n",
              " (4737, 0.09035079029052512),\n",
              " (2386, 0.09009374626955588),\n",
              " (1, 0.08964214570007951),\n",
              " (96, 0.08964214570007951),\n",
              " (241, 0.08964214570007951),\n",
              " (814, 0.08964214570007951),\n",
              " (2247, 0.08964214570007951),\n",
              " (2251, 0.08964214570007951),\n",
              " (2304, 0.08964214570007951),\n",
              " (2794, 0.08964214570007951),\n",
              " (4259, 0.08964214570007951),\n",
              " (4657, 0.08964214570007951),\n",
              " (654, 0.089554732567929),\n",
              " (1878, 0.089554732567929),\n",
              " (1282, 0.08877935232369503),\n",
              " (1828, 0.08877935232369503),\n",
              " (39, 0.08827348295047496),\n",
              " (86, 0.08827348295047496),\n",
              " (101, 0.08827348295047496),\n",
              " (203, 0.08827348295047496),\n",
              " (457, 0.08827348295047496),\n",
              " (543, 0.08827348295047496),\n",
              " (547, 0.08827348295047496),\n",
              " (899, 0.08827348295047496),\n",
              " (1113, 0.08827348295047496),\n",
              " (1142, 0.08827348295047496),\n",
              " (1207, 0.08827348295047496),\n",
              " (1473, 0.08827348295047496),\n",
              " (3091, 0.08827348295047496),\n",
              " (3235, 0.08827348295047496),\n",
              " (3310, 0.08827348295047496),\n",
              " (103, 0.0880237696271323),\n",
              " (193, 0.0880237696271323),\n",
              " (501, 0.0880237696271323),\n",
              " (3441, 0.0880237696271323),\n",
              " (19, 0.08728715609439694),\n",
              " (1139, 0.08728715609439694),\n",
              " (1405, 0.08728715609439694),\n",
              " (1621, 0.08728715609439694),\n",
              " (2165, 0.08728715609439694),\n",
              " (2250, 0.08728715609439694),\n",
              " (2339, 0.08728715609439694),\n",
              " (3069, 0.08728715609439694),\n",
              " (3218, 0.08728715609439694),\n",
              " (4492, 0.08728715609439694),\n",
              " (4718, 0.08728715609439694),\n",
              " (70, 0.08696565534786725),\n",
              " (634, 0.08696565534786725),\n",
              " (746, 0.08696565534786725),\n",
              " (787, 0.08696565534786725),\n",
              " (1161, 0.08696565534786725),\n",
              " (3028, 0.08696565534786725),\n",
              " (3140, 0.08696565534786725),\n",
              " (3423, 0.08696565534786725),\n",
              " (3910, 0.08696565534786725),\n",
              " (51, 0.086568731069961),\n",
              " (1898, 0.086568731069961),\n",
              " (2203, 0.086568731069961),\n",
              " (572, 0.08656873106996099),\n",
              " (1534, 0.08656873106996099),\n",
              " (2099, 0.08656873106996099),\n",
              " (153, 0.08586775814821836),\n",
              " (1639, 0.08586775814821836),\n",
              " (207, 0.0857142857142857),\n",
              " (257, 0.0857142857142857),\n",
              " (1614, 0.0857142857142857),\n",
              " (2253, 0.0857142857142857),\n",
              " (2644, 0.0857142857142857),\n",
              " (1926, 0.08518354199999197),\n",
              " (3431, 0.08518354199999197),\n",
              " (37, 0.08451542547285165),\n",
              " (472, 0.08451542547285165),\n",
              " (503, 0.08451542547285165),\n",
              " (534, 0.08451542547285165),\n",
              " (680, 0.08451542547285165),\n",
              " (752, 0.08451542547285165),\n",
              " (776, 0.08451542547285165),\n",
              " (987, 0.08451542547285165),\n",
              " (1401, 0.08451542547285165),\n",
              " (1655, 0.08451542547285165),\n",
              " (2712, 0.08451542547285165),\n",
              " (2801, 0.08451542547285165),\n",
              " (2882, 0.08451542547285165),\n",
              " (3389, 0.08451542547285165),\n",
              " (3470, 0.08451542547285165),\n",
              " (3527, 0.08451542547285165),\n",
              " (4061, 0.08451542547285165),\n",
              " (4431, 0.08451542547285165),\n",
              " (4473, 0.08451542547285165),\n",
              " (4641, 0.08451542547285165),\n",
              " (190, 0.08386278693775347),\n",
              " (82, 0.08336550215650926),\n",
              " (138, 0.08336550215650926),\n",
              " (223, 0.08336550215650926),\n",
              " (329, 0.08336550215650926),\n",
              " (471, 0.08336550215650926),\n",
              " (632, 0.08336550215650926),\n",
              " (885, 0.08336550215650926),\n",
              " (2683, 0.08336550215650926),\n",
              " (3355, 0.08336550215650926),\n",
              " (230, 0.08322503785764788),\n",
              " (2763, 0.08322503785764788),\n",
              " (16, 0.08226127456606226),\n",
              " (254, 0.08226127456606226),\n",
              " (1290, 0.08226127456606226),\n",
              " (1560, 0.08226127456606226),\n",
              " (1765, 0.08226127456606226),\n",
              " (2820, 0.08226127456606226),\n",
              " (4055, 0.08226127456606226),\n",
              " (4451, 0.08226127456606226),\n",
              " (62, 0.08199200616907877),\n",
              " (189, 0.08199200616907877),\n",
              " (256, 0.08199200616907877),\n",
              " (850, 0.08199200616907877),\n",
              " (1323, 0.08199200616907877),\n",
              " (1664, 0.08199200616907877),\n",
              " (2326, 0.08199200616907877),\n",
              " (2789, 0.08199200616907877),\n",
              " (3155, 0.08199200616907877),\n",
              " (3253, 0.08199200616907877),\n",
              " (4568, 0.08199200616907877),\n",
              " (11, 0.081199794294115),\n",
              " (71, 0.081199794294115),\n",
              " (365, 0.081199794294115),\n",
              " (1289, 0.081199794294115),\n",
              " (1367, 0.081199794294115),\n",
              " (3206, 0.081199794294115),\n",
              " (3701, 0.081199794294115),\n",
              " (274, 0.08095109602454656),\n",
              " (59, 0.08024108542850393),\n",
              " (125, 0.08021849185198157),\n",
              " (737, 0.08017837257372731),\n",
              " (2163, 0.08017837257372731),\n",
              " (2592, 0.08017837257372731),\n",
              " (4640, 0.08017837257372731),\n",
              " (109, 0.07968190728895957),\n",
              " (200, 0.07968190728895957),\n",
              " (205, 0.07968190728895957),\n",
              " (313, 0.07968190728895957),\n",
              " (800, 0.07968190728895957),\n",
              " (1045, 0.07968190728895957),\n",
              " (1288, 0.07968190728895957),\n",
              " (1521, 0.07968190728895957),\n",
              " (2317, 0.07968190728895957),\n",
              " (2381, 0.07968190728895957),\n",
              " (2410, 0.07968190728895957),\n",
              " (2551, 0.07968190728895957),\n",
              " (2659, 0.07968190728895957),\n",
              " (3430, 0.07968190728895957),\n",
              " (3832, 0.07968190728895957),\n",
              " (4412, 0.07968190728895957),\n",
              " (79, 0.0791945516022682),\n",
              " (271, 0.0791945516022682),\n",
              " (665, 0.0791945516022682),\n",
              " (732, 0.0791945516022682),\n",
              " (908, 0.0791945516022682),\n",
              " (2395, 0.0791945516022682),\n",
              " (2916, 0.0791945516022682),\n",
              " (3022, 0.0791945516022682),\n",
              " (4083, 0.0791945516022682),\n",
              " (55, 0.07859774918918593),\n",
              " (587, 0.07824607964359516),\n",
              " (1325, 0.07824607964359516),\n",
              " (2021, 0.07824607964359516),\n",
              " (2363, 0.07824607964359516),\n",
              " (2701, 0.07824607964359516),\n",
              " (2831, 0.07824607964359516),\n",
              " (3907, 0.07824607964359516),\n",
              " (4123, 0.07824607964359516),\n",
              " (2354, 0.07824607964359515),\n",
              " (179, 0.07755667343294811),\n",
              " (229, 0.07755667343294811),\n",
              " (1005, 0.07755667343294811),\n",
              " (1348, 0.07755667343294811),\n",
              " (1769, 0.07755667343294811),\n",
              " (2136, 0.07755667343294811),\n",
              " (2161, 0.07755667343294811),\n",
              " (2212, 0.07755667343294811),\n",
              " (2787, 0.07755667343294811),\n",
              " (3072, 0.07755667343294811),\n",
              " (3398, 0.07755667343294811),\n",
              " (3982, 0.07755667343294811),\n",
              " (3994, 0.07755667343294811),\n",
              " (76, 0.07733088933397005),\n",
              " (591, 0.07733088933397005),\n",
              " (784, 0.07733088933397005),\n",
              " (1175, 0.07733088933397005),\n",
              " (1623, 0.07733088933397005),\n",
              " (2052, 0.07733088933397005),\n",
              " (2241, 0.07733088933397005),\n",
              " (3188, 0.07733088933397005),\n",
              " (488, 0.07655590023509526),\n",
              " (9, 0.07644707871564382),\n",
              " (212, 0.07644707871564382),\n",
              " (419, 0.07644707871564382),\n",
              " (536, 0.07644707871564382),\n",
              " (979, 0.07644707871564382),\n",
              " (1446, 0.07644707871564382),\n",
              " (1632, 0.07644707871564382),\n",
              " (1883, 0.07644707871564382),\n",
              " (570, 0.07559289460184544),\n",
              " (635, 0.07559289460184544),\n",
              " (728, 0.07559289460184544),\n",
              " (782, 0.07559289460184544),\n",
              " (827, 0.07559289460184544),\n",
              " (1262, 0.07559289460184544),\n",
              " (1292, 0.07559289460184544),\n",
              " (1770, 0.07559289460184544),\n",
              " (1774, 0.07559289460184544),\n",
              " (2533, 0.07559289460184544),\n",
              " (2650, 0.07559289460184544),\n",
              " (2698, 0.07559289460184544),\n",
              " (3822, 0.07559289460184544),\n",
              " (4099, 0.07559289460184544),\n",
              " (4403, 0.07559289460184544),\n",
              " (4443, 0.07559289460184544),\n",
              " (2056, 0.07476671794188403),\n",
              " (97, 0.07476671794188401),\n",
              " (997, 0.07476671794188401),\n",
              " (1018, 0.07476671794188401),\n",
              " (1146, 0.07476671794188401),\n",
              " (1168, 0.07476671794188401),\n",
              " (1340, 0.07476671794188401),\n",
              " (1701, 0.07476671794188401),\n",
              " (3390, 0.07476671794188401),\n",
              " (183, 0.07466533929465573),\n",
              " (674, 0.07396705090823068),\n",
              " (704, 0.07396705090823068),\n",
              " (1996, 0.07396705090823068),\n",
              " (2018, 0.07396705090823068),\n",
              " (100, 0.07377111135633174),\n",
              " (336, 0.07377111135633174),\n",
              " (1171, 0.07377111135633174),\n",
              " (1737, 0.07377111135633174),\n",
              " (2114, 0.07377111135633174),\n",
              " (3241, 0.07377111135633174),\n",
              " (3671, 0.07377111135633174),\n",
              " (3976, 0.07377111135633174),\n",
              " (4006, 0.07377111135633174),\n",
              " (4290, 0.07377111135633174),\n",
              " (1990, 0.07333587976225689),\n",
              " (30, 0.07319250547113999),\n",
              " (215, 0.07319250547113999),\n",
              " (262, 0.07319250547113999),\n",
              " (281, 0.07319250547113999),\n",
              " (2320, 0.07319250547113999),\n",
              " (2372, 0.07319250547113999),\n",
              " (2888, 0.07319250547113999),\n",
              " (3225, 0.07319250547113999),\n",
              " (4343, 0.07319250547113999),\n",
              " (600, 0.07244179326244427),\n",
              " (1191, 0.07244179326244427),\n",
              " (1445, 0.07244179326244427),\n",
              " (1455, 0.07244179326244427),\n",
              " (2103, 0.07244179326244427),\n",
              " (2135, 0.07244179326244427),\n",
              " (267, 0.07207499701564471),\n",
              " (304, 0.07207499701564471),\n",
              " (319, 0.07207499701564471),\n",
              " (498, 0.07207499701564471),\n",
              " (889, 0.07207499701564471),\n",
              " (1166, 0.07207499701564471),\n",
              " (1410, 0.07207499701564471),\n",
              " (1466, 0.07207499701564471),\n",
              " (1605, 0.07207499701564471),\n",
              " (3133, 0.07207499701564471),\n",
              " (3515, 0.07207499701564471),\n",
              " (4638, 0.07207499701564471),\n",
              " (790, 0.07171371656006362),\n",
              " (1093, 0.07171371656006362),\n",
              " (2264, 0.07171371656006362),\n",
              " (2291, 0.07171371656006362),\n",
              " (3556, 0.07171371656006362),\n",
              " (3740, 0.07171371656006362),\n",
              " (4181, 0.07171371656006362),\n",
              " (3212, 0.07168504827326538),\n",
              " (29, 0.07100716024967263),\n",
              " (425, 0.07100716024967263),\n",
              " (612, 0.07100716024967263),\n",
              " (1963, 0.07100716024967263),\n",
              " (2792, 0.07100716024967263),\n",
              " (4538, 0.07100716024967263),\n",
              " (415, 0.0708769911938334),\n",
              " (22, 0.07049073768502413),\n",
              " (308, 0.07049073768502413),\n",
              " (533, 0.07049073768502413),\n",
              " (537, 0.07049073768502413),\n",
              " (604, 0.07049073768502413),\n",
              " (621, 0.07049073768502413),\n",
              " (668, 0.07049073768502413),\n",
              " (1085, 0.07049073768502413),\n",
              " (1092, 0.07049073768502413),\n",
              " (1242, 0.07049073768502413),\n",
              " (1347, 0.07049073768502413),\n",
              " (1884, 0.07049073768502413),\n",
              " (2053, 0.07049073768502413),\n",
              " (2090, 0.07049073768502413),\n",
              " (2976, 0.07049073768502413),\n",
              " (3297, 0.07049073768502413),\n",
              " (3374, 0.07049073768502413),\n",
              " (3621, 0.07049073768502413),\n",
              " (3657, 0.07049073768502413),\n",
              " (3678, 0.07049073768502413),\n",
              " (3931, 0.07049073768502413),\n",
              " (4216, 0.07049073768502413),\n",
              " (4320, 0.07049073768502413),\n",
              " (4357, 0.07049073768502413),\n",
              " (4472, 0.07049073768502413),\n",
              " (92, 0.0703210846407743),\n",
              " (456, 0.0703210846407743),\n",
              " (469, 0.0703210846407743),\n",
              " (3560, 0.0703210846407743),\n",
              " (3607, 0.0703210846407743),\n",
              " (143, 0.06965451903188581),\n",
              " (541, 0.06965451903188581),\n",
              " (1030, 0.06965451903188581),\n",
              " (1371, 0.06965451903188581),\n",
              " (2256, 0.06965451903188581),\n",
              " (2598, 0.06965451903188581),\n",
              " (3000, 0.06965451903188581),\n",
              " (237, 0.06900655593423542),\n",
              " (695, 0.06900655593423542),\n",
              " (951, 0.06900655593423542),\n",
              " (1381, 0.06900655593423542),\n",
              " (1434, 0.06900655593423542),\n",
              " (1513, 0.06900655593423542),\n",
              " (1573, 0.06900655593423542),\n",
              " (1860, 0.06900655593423542),\n",
              " (1944, 0.06900655593423542),\n",
              " (2017, 0.06900655593423542),\n",
              " (2268, 0.06900655593423542),\n",
              " (2270, 0.06900655593423542),\n",
              " (2579, 0.06900655593423542),\n",
              " (2622, 0.06900655593423542),\n",
              " (2645, 0.06900655593423542),\n",
              " (3109, 0.06900655593423542),\n",
              " (3572, 0.06900655593423542),\n",
              " (4090, 0.06900655593423542),\n",
              " (4591, 0.06900655593423542),\n",
              " (1007, 0.06900655593423541),\n",
              " (1305, 0.06900655593423541),\n",
              " (1692, 0.06900655593423541),\n",
              " (2575, 0.06900655593423541),\n",
              " (475, 0.06837634587578276),\n",
              " (48, 0.06776309271789384),\n",
              " (124, 0.06776309271789384),\n",
              " (234, 0.06776309271789384),\n",
              " (253, 0.06776309271789384),\n",
              " (836, 0.06776309271789384),\n",
              " (1979, 0.06776309271789384),\n",
              " (3635, 0.06776309271789384),\n",
              " (159, 0.06761234037828133),\n",
              " (167, 0.06761234037828133),\n",
              " (348, 0.06761234037828133),\n",
              " (404, 0.06761234037828133),\n",
              " (744, 0.06761234037828133),\n",
              " (945, 0.06761234037828133),\n",
              " (1303, 0.06761234037828133),\n",
              " (1570, 0.06761234037828133),\n",
              " (1607, 0.06761234037828133),\n",
              " (1631, 0.06761234037828133),\n",
              " (1671, 0.06761234037828133),\n",
              " (1973, 0.06761234037828133),\n",
              " (2057, 0.06761234037828133),\n",
              " (2112, 0.06761234037828133),\n",
              " (2444, 0.06761234037828133),\n",
              " (2571, 0.06761234037828133),\n",
              " (2664, 0.06761234037828133),\n",
              " (2741, 0.06761234037828133),\n",
              " (2948, 0.06761234037828133),\n",
              " (2955, 0.06761234037828133),\n",
              " (2957, 0.06761234037828133),\n",
              " (3165, 0.06761234037828133),\n",
              " (3356, 0.06761234037828133),\n",
              " (4038, 0.06761234037828133),\n",
              " (4355, 0.06761234037828133),\n",
              " (4727, 0.06761234037828133),\n",
              " (156, 0.06716604942594674),\n",
              " (1959, 0.06716604942594674),\n",
              " (219, 0.06629935441317959),\n",
              " (276, 0.06629935441317959),\n",
              " (290, 0.06629935441317959),\n",
              " (309, 0.06629935441317959),\n",
              " (546, 0.06629935441317959),\n",
              " (711, 0.06629935441317959),\n",
              " (1076, 0.06629935441317959),\n",
              " (1097, 0.06629935441317959),\n",
              " (1137, 0.06629935441317959),\n",
              " (1259, 0.06629935441317959),\n",
              " (1363, 0.06629935441317959),\n",
              " (1365, 0.06629935441317959),\n",
              " (1586, 0.06629935441317959),\n",
              " (1929, 0.06629935441317959),\n",
              " (2120, 0.06629935441317959),\n",
              " (2158, 0.06629935441317959),\n",
              " (2506, 0.06629935441317959),\n",
              " (2990, 0.06629935441317959),\n",
              " (3611, 0.06629935441317959),\n",
              " (3834, 0.06629935441317959),\n",
              " (4196, 0.06629935441317959),\n",
              " (4312, 0.06629935441317959),\n",
              " (4566, 0.06629935441317959),\n",
              " (4704, 0.06629935441317959),\n",
              " (246, 0.06601782722034923),\n",
              " (277, 0.06601782722034923),\n",
              " (1346, 0.06601782722034923),\n",
              " (1487, 0.06601782722034923),\n",
              " (768, 0.0654653670707977),\n",
              " (1600, 0.0654653670707977),\n",
              " (90, 0.06506000486323554),\n",
              " (195, 0.06506000486323554),\n",
              " (216, 0.06506000486323554),\n",
              " (358, 0.06506000486323554),\n",
              " (664, 0.06506000486323554),\n",
              " (701, 0.06506000486323554),\n",
              " (998, 0.06506000486323554),\n",
              " (1073, 0.06506000486323554),\n",
              " (1420, 0.06506000486323554),\n",
              " (1480, 0.06506000486323554),\n",
              " (2060, 0.06506000486323554),\n",
              " (3860, 0.06506000486323554),\n",
              " (4134, 0.06506000486323554),\n",
              " (4560, 0.06506000486323554),\n",
              " (213, 0.06492654830247076),\n",
              " (607, 0.06492654830247076),\n",
              " (1678, 0.06492654830247076),\n",
              " (3617, 0.06492654830247076),\n",
              " (1659, 0.06440081861116377),\n",
              " (1897, 0.06440081861116377),\n",
              " (3862, 0.06440081861116377),\n",
              " (3905, 0.06440081861116377),\n",
              " (2832, 0.06417479348158525),\n",
              " (49, 0.06388765649999398),\n",
              " (152, 0.06388765649999398),\n",
              " (259, 0.06388765649999398),\n",
              " (755, 0.06388765649999398),\n",
              " (1079, 0.06388765649999398),\n",
              " (1147, 0.06388765649999398),\n",
              " (1361, 0.06388765649999398),\n",
              " (1440, 0.06388765649999398),\n",
              " (1469, 0.06388765649999398),\n",
              " (2235, 0.06388765649999398),\n",
              " (2475, 0.06388765649999398),\n",
              " (3304, 0.06388765649999398),\n",
              " (4148, 0.06388765649999398),\n",
              " (4781, 0.06388765649999398),\n",
              " (224, 0.06338656910463875),\n",
              " (2648, 0.06338656910463875),\n",
              " (38, 0.0628970902033151),\n",
              " (4120, 0.0628970902033151),\n",
              " (147, 0.06277648205743444),\n",
              " (244, 0.06277648205743444),\n",
              " (402, 0.06277648205743444),\n",
              " (492, 0.06277648205743444),\n",
              " (678, 0.06277648205743444),\n",
              " (745, 0.06277648205743444),\n",
              " (823, 0.06277648205743444),\n",
              " (840, 0.06277648205743444),\n",
              " (1070, 0.06277648205743444),\n",
              " (1141, 0.06277648205743444),\n",
              " (1241, 0.06277648205743444),\n",
              " (1443, 0.06277648205743444),\n",
              " (1453, 0.06277648205743444),\n",
              " (1556, 0.06277648205743444),\n",
              " (1649, 0.06277648205743444),\n",
              " (1993, 0.06277648205743444),\n",
              " (2022, 0.06277648205743444),\n",
              " (2159, 0.06277648205743444),\n",
              " (2552, 0.06277648205743444),\n",
              " (2589, 0.06277648205743444),\n",
              " (2795, 0.06277648205743444),\n",
              " (3135, 0.06277648205743444),\n",
              " (3373, 0.06277648205743444),\n",
              " (3448, 0.06277648205743444),\n",
              " (3890, 0.06277648205743444),\n",
              " (2549, 0.06241877839323591),\n",
              " (4305, 0.06241877839323591),\n",
              " (2995, 0.06224220440894771),\n",
              " (426, 0.06195121541733006),\n",
              " (8, 0.061721339984836754),\n",
              " (341, 0.061721339984836754),\n",
              " (843, 0.061721339984836754),\n",
              " (844, 0.061721339984836754),\n",
              " (1134, 0.061721339984836754),\n",
              " (1261, 0.061721339984836754),\n",
              " (1334, 0.061721339984836754),\n",
              " (1362, 0.061721339984836754),\n",
              " (1364, 0.061721339984836754),\n",
              " (1584, 0.061721339984836754),\n",
              " (1713, 0.061721339984836754),\n",
              " (1796, 0.061721339984836754),\n",
              " (1842, 0.061721339984836754),\n",
              " (2689, 0.061721339984836754),\n",
              " (2824, 0.061721339984836754),\n",
              " (3059, 0.061721339984836754),\n",
              " (3181, 0.061721339984836754),\n",
              " (3322, 0.061721339984836754),\n",
              " (3365, 0.061721339984836754),\n",
              " (3926, 0.061721339984836754),\n",
              " (3935, 0.061721339984836754),\n",
              " (89, 0.06121333677828399),\n",
              " (391, 0.061046769566735964),\n",
              " (2190, 0.061046769566735964),\n",
              " (847, 0.060963994247895004),\n",
              " (3368, 0.060963994247895004),\n",
              " (117, 0.060717674071891624),\n",
              " (512, 0.060717674071891624),\n",
              " (544, 0.060717674071891624),\n",
              " (1688, 0.060717674071891624),\n",
              " (1703, 0.060717674071891624),\n",
              " (1746, 0.060717674071891624),\n",
              " (1768, 0.060717674071891624),\n",
              " (2636, 0.060717674071891624),\n",
              " (2865, 0.060717674071891624),\n",
              " (3679, 0.060717674071891624),\n",
              " (3746, 0.060717674071891624),\n",
              " (4519, 0.060717674071891624),\n",
              " (610, 0.06060915267313264),\n",
              " (428, 0.05976143046671968),\n",
              " (848, 0.05976143046671968),\n",
              " (2, 0.059761430466719674),\n",
              " (104, 0.059761430466719674),\n",
              " (198, 0.059761430466719674),\n",
              " (235, 0.059761430466719674),\n",
              " (302, 0.059761430466719674),\n",
              " (326, 0.059761430466719674),\n",
              " (366, 0.059761430466719674),\n",
              " (514, 0.059761430466719674),\n",
              " (614, 0.059761430466719674),\n",
              " (1196, 0.059761430466719674),\n",
              " (1237, 0.059761430466719674),\n",
              " (1312, 0.059761430466719674),\n",
              " (2232, 0.059761430466719674),\n",
              " (2419, 0.059761430466719674),\n",
              " (4339, 0.059761430466719674),\n",
              " (4636, 0.059761430466719674),\n",
              " (4793, 0.059761430466719674),\n",
              " (443, 0.05884898863364997),\n",
              " (449, 0.05884898863364997),\n",
              " (672, 0.05884898863364997),\n",
              " (741, 0.05884898863364997),\n",
              " (792, 0.05884898863364997),\n",
              " (805, 0.05884898863364997),\n",
              " (1098, 0.05884898863364997),\n",
              " (1293, 0.05884898863364997),\n",
              " (1386, 0.05884898863364997),\n",
              " (1585, 0.05884898863364997),\n",
              " (1827, 0.05884898863364997),\n",
              " (2091, 0.05884898863364997),\n",
              " (2175, 0.05884898863364997),\n",
              " (2211, 0.05884898863364997),\n",
              " (2478, 0.05884898863364997),\n",
              " (2502, 0.05884898863364997),\n",
              " (3005, 0.05884898863364997),\n",
              " (3011, 0.05884898863364997),\n",
              " (3166, 0.05884898863364997),\n",
              " (3349, 0.05884898863364997),\n",
              " (3526, 0.05884898863364997),\n",
              " (4316, 0.05884898863364997),\n",
              " (4799, 0.05884898863364997),\n",
              " (486, 0.05855400437691198),\n",
              " (20, 0.058167505074711086),\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sorted(list(enumerate(similarity[0])), reverse=True, key=lambda x:x[1])[1:6]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FL7GlXC_SkZt",
        "outputId": "e84a6c86-a0c1-4ad9-ef02-dcdf8ee22793"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(539, 0.26089696604360174),\n",
              " (1194, 0.2581988897471611),\n",
              " (507, 0.25302403842552984),\n",
              " (260, 0.25110592822973776),\n",
              " (1216, 0.24944382578492943)]"
            ]
          },
          "metadata": {},
          "execution_count": 74
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "similarity[1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GjC2Z_S8Sx_h",
        "outputId": "03cf4d19-264e-4fb4-e6bc-d29d24446626"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.08964215, 1.        , 0.0625    , ..., 0.02635231, 0.        ,\n",
              "       0.        ])"
            ]
          },
          "metadata": {},
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['title']='avatar'"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_YxTUcAWS4NV",
        "outputId": "2bf6f56a-243f-4da1-86a1-326c2adcff0c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-77-7b9c4cb1361b>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['title']='avatar'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['title'] = 'avatar'\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l87VxiO4gGmw",
        "outputId": "3e81ce9d-bfeb-4b67-d2fa-af2ad2f9ff69"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-83-d5b0f8ead635>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['title'] = 'avatar'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def recommend(movie):\n",
        "    movie_index = new_df[new_df['title'] == movie].index[0]\n",
        "    distances = similarity[movie_index]\n",
        "    movies_list = sorted(list(enumerate(distances)), reverse=True, key=lambda x: x[1])[1:6]\n",
        "    recommended_movies = [i[0] for i in movies_list]\n",
        "    return recommended_movies\n",
        "\n",
        "recommended_movies = recommend('avatar')\n",
        "print(recommended_movies)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ni3toApBixqS",
        "outputId": "3d88b4fe-48cd-49d3-f6a1-59082f105a9c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[539, 1194, 507, 260, 1216]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "recommended_movies = recommend('')\n",
        "print(recommended_movies)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BRqU3YpXkhUH",
        "outputId": "ffe93cbb-0846-418b-f16e-4e8c34de5ee7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[539, 1194, 507, 260, 1216]\n"
          ]
        }
      ]
    }
  ]
}